http://www.edgecomputingbook.com/api.php?action=feedcontributions&feedformat=atom&user=Zhengsong 2026-04-16T15:16:11Z User contributions MediaWiki 1.43.0 http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=732 2025-04-19T03:30:13Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> [[File:1000006057.jpg|thumb|center|300px| Edge Computing Spring 2025]]<br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> * '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed<br /> [[File:1000006061.jpg|thumb|center|250px|Best Wiki Team Award]]<br /> <br /> === 🏅 Best Project Award ===<br /> '''Awarded to two teams:'''<br /> * '''Project:''' ''IAQ'' <br /> '''Members:''' Adam, Ali, Abdul<br /> [[File:1000006063.jpg|thumb|center|250px|left|Project IAQ]]<br /> * '''Project:''' ''Vibe Check – Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> [[File:1000006065.jpg|thumb|center|250px|left|Project Vibe Check]]<br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=731 2025-04-19T03:23:22Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> * '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed<br /> [[File:1000006061.jpg|thumb|center|250px|Best Wiki Team Award]]<br /> <br /> === 🏅 Best Project Award ===<br /> '''Awarded to two teams:'''<br /> * '''Project:''' ''IAQ'' <br /> '''Members:''' Adam, Ali, Abdul<br /> [[File:1000006063.jpg|thumb|center|250px|left|Project IAQ]]<br /> * '''Project:''' ''Vibe Check – Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> [[File:1000006065.jpg|thumb|center|250px|left|Project Vibe Check]]<br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=730 2025-04-19T03:22:53Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> * '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed<br /> [[File:1000006061.jpg|thumb|center|200px|Best Wiki Team Award]]<br /> <br /> === 🏅 Best Project Award ===<br /> '''Awarded to two teams:'''<br /> * '''Project:''' ''IAQ'' <br /> '''Members:''' Adam, Ali, Abdul<br /> [[File:1000006063.jpg|thumb|center|200px|left|Project IAQ]]<br /> * '''Project:''' ''Vibe Check – Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> [[File:1000006065.jpg|thumb|center|200px|left|Project Vibe Check]]<br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=729 2025-04-19T03:22:22Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> * '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed<br /> [[File:1000006061.jpg|thumb|200px|Best Wiki Team Award]]<br /> <br /> === 🏅 Best Project Award ===<br /> '''Awarded to two teams:'''<br /> * '''Project:''' ''IAQ'' <br /> '''Members:''' Adam, Ali, Abdul<br /> [[File:1000006063.jpg|thumb|200px|left|Project IAQ]]<br /> * '''Project:''' ''Vibe Check – Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> [[File:1000006065.jpg|thumb|200px|left|Project Vibe Check]]<br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=728 2025-04-19T03:21:58Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> * '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed<br /> [[File:1000006061.jpg|thumb|200px|left|Best Wiki Team Award]]<br /> <br /> === 🏅 Best Project Award ===<br /> '''Awarded to two teams:'''<br /> * '''Project:''' ''IAQ'' <br /> '''Members:''' Adam, Ali, Abdul<br /> [[File:1000006063.jpg|thumb|200px|left|Project IAQ]]<br /> * '''Project:''' ''Vibe Check – Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> [[File:1000006065.jpg|thumb|200px|left|Project Vibe Check]]<br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=727 2025-04-19T03:21:07Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> * '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed<br /> [[File:1000006061.jpg|thumb|200px|left|Best Wiki Team Award]]<br /> <br /> === 🏅 Best Project Award ===<br /> '''Awarded to two teams:'''<br /> * '''Project:''' ''IAQ'' <br /> '''Members:''' Adam, Ali, Abdul<br /> [[File:1000006061.jpg|thumb|200px|left|Best Wiki Team Award]]<br /> * '''Project:''' ''Vibe Check – Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> [[File:1000006065.jpg|thumb|200px|left|Vibe Check by Fatima Hazime, Rehab Jadallah, Abdultawwab Tello]]<br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=726 2025-04-19T03:20:32Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> * '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed<br /> [[File:1000006061.jpg|thumb|200px|left|Best Wiki Team Award]]<br /> <br /> === 🏅 Best Project Award ===<br /> '''Awarded to two teams:'''<br /> * '''Project:''' ''IAQ'' <br /> '''Members:''' Adam, Ali, Abdul<br /> [[File:1000006061.jpg|thumb|200px|left|Best Wiki Team Award]]<br /> * '''Project:''' ''Vibe Check – Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> [[File:1000006065.jpg|thumb|200px|left|Best Wiki Team Award]]<br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=725 2025-04-19T03:17:05Z

<p>Zhengsong: /* 🥇 Best Wiki Team Award */</p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> * '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed<br /> [[File:1000006061.jpg|thumb|200px|left|Best Wiki Team Award]]<br /> <br /> === 🏅 Best Project Award ===<br /> '''Awarded to two teams:'''<br /> * '''Project:''' ''IAQ'' <br /> '''Members:''' Adam, Ali, Abdul<br /> * '''Project:''' ''Vibe Check – Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

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<p>Zhengsong: </p> <hr /> <div></div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=File:1000006061.jpg&diff=722 2025-04-19T03:14:32Z

<p>Zhengsong: </p> <hr /> <div></div>

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<p>Zhengsong: </p> <hr /> <div></div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=720 2025-04-19T03:13:56Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> * '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> === 🏅 Best Project Award ===<br /> '''Awarded to two teams:'''<br /> * '''Project:''' ''IAQ'' <br /> '''Members:''' Adam, Ali, Abdul<br /> * '''Project:''' ''Vibe Check – Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=719 2025-04-19T03:13:40Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> * '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> === 🏅 Best Project Award ===<br /> Awarded to two teams:<br /> * '''Project:''' ''IAQ'' <br /> '''Members:''' Adam, Ali, Abdul<br /> * '''Project:''' ''Vibe Check – Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=718 2025-04-19T03:12:54Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> # '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> === 🏅 Best Project Award ===<br /> Awarded to two teams:<br /> * '''Project:''' ''IAQ'' <br /> '''Members:''' Adam, Ali, Abdul<br /> * '''Project:''' ''Vibe Check – Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=717 2025-04-19T03:12:45Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> # '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> === 🏅 Best Project Award ===<br /> Awarded to two teams:<br /> * '''Project:''' '''IAQ''' <br /> '''Members:''' Adam, Ali, Abdul<br /> * '''Project:''' ''Vibe Check – Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=716 2025-04-19T03:11:14Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> # '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> === 🏅 Best Project Award ===<br /> Awarded to two teams:<br /> ## '''Project:''' '''IAQ''' <br /> '''Members:''' Adam, Ali, Abdul<br /> ## '''Project:''' ''Vibe Check-Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=715 2025-04-19T03:10:45Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> # '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> === 🏅 Best Project Award ===<br /> Awarded to two teams:<br /> ## '''Team:''' '''IAQ''' <br /> '''Members:''' Adam, Ali, Abdul<br /> ## '''Project:''' ''Vibe Check-Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=714 2025-04-19T03:10:27Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> # '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> === 🏅 Best Project Award ===<br /> # Awarded to two teams:<br /> ## '''Team:''' '''IAQ''' <br /> '''Members:''' Adam, Ali, Abdul<br /> ## '''Project:''' ''Vibe Check-Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=713 2025-04-19T03:08:39Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> # '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> === 🏅 Best Project Award ===<br /> Awarded to two teams:<br /> # '''Project:''' ''IAQ'' <br /> '''Team Members:''' Adam, Ali, Abdul <br /> # 2. '''Project:''' ''Vibe Check-Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=712 2025-04-19T03:08:21Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> # '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> === 🏅 Best Project Award ===<br /> Awarded to two teams:<br /> # '''Project:''' ''IAQ'' <br /> '''Team Members:''' Adam, Ali, Abdul <br /> 2. '''Project:''' ''Vibe Check-Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=711 2025-04-19T03:08:07Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> # '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> === 🏅 Best Project Award ===<br /> Awarded to two teams:<br /> 1. '''Project:''' ''IAQ'' <br /> '''Team Members:''' Adam, Ali, Abdul <br /> 2. '''Project:''' ''Vibe Check-Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=710 2025-04-19T03:07:57Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> # 1. '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> === 🏅 Best Project Award ===<br /> Awarded to two teams:<br /> 1. '''Project:''' ''IAQ'' <br /> '''Team Members:''' Adam, Ali, Abdul <br /> 2. '''Project:''' ''Vibe Check-Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=709 2025-04-19T03:07:43Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> 1. '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> === 🏅 Best Project Award ===<br /> Awarded to two teams:<br /> 1. '''Project:''' ''IAQ'' <br /> '''Team Members:''' Adam, Ali, Abdul <br /> 2. '''Project:''' ''Vibe Check-Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=708 2025-04-19T03:06:50Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> # '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> === 🏅 Best Project Award ===<br /> Awarded to two teams:<br /> # '''Project:''' ''IAQ'' <br /> '''Team Members:''' Adam, Ali, Abdul <br /> 2# '''Project:''' ''Vibe Check-Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=707 2025-04-19T03:06:40Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> # '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> === 🏅 Best Project Award ===<br /> Awarded to two teams:<br /> # '''Project:''' ''IAQ'' <br /> '''Team Members:''' Adam, Ali, Abdul <br /> ## '''Project:''' ''Vibe Check-Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=706 2025-04-19T03:06:23Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> # '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> === 🏅 Best Project Award ===<br /> Awarded to two teams:<br /> # '''Project:''' ''IAQ'' <br /> '''Team Members:''' Adam, Ali, Abdul <br /> # '''Project:''' ''Vibe Check-Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=705 2025-04-19T03:06:03Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> # '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> === 🏅 Best Project Award ===<br /> Awarded to two teams:<br /> # '''Project:''' '''IAQ''' <br /> '''Team Members:''' Adam, Ali, Abdul <br /> # '''Project:''' ''Vibe Check-Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=704 2025-04-19T03:05:24Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> === 🥇 Best Wiki Team Award ===<br /> # '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> === 🏅 Best Project Award ===<br /> Awarded to two teams:<br /> # '''Team:''' '''IAQ''' <br /> '''Members:''' Adam, Ali, Abdul <br /> # '''Project:''' ''Vibe Check: Monitoring Student Focus at the Edge'' <br /> '''Team Members:''' Fatima Hazime, Rehab Jadallah, Abdultawwab Tello <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=703 2025-04-19T03:04:24Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> <br /> 1. Best Wiki Award - [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] by Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> <br /> === 🥇 Best Wiki Team Award ===<br /> # '''Wiki:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=702 2025-04-19T03:03:55Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> <br /> 1. Best Wiki Award - [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] by Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> <br /> === 🥇 Best Wiki Team Award ===<br /> # '''Project:''' [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge]<br /> '''Team Members:''' Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=701 2025-04-19T02:57:20Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> <br /> 1. Best Wiki Award - [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] by Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed<br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=700 2025-04-19T02:54:39Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Awards == <br /> <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=699 2025-04-19T02:54:25Z

<p>Zhengsong: </p> <hr /> <div>CIS 489/589 Edge Computing at University of Michigan -- Dearborn<br /> <br /> Welcome to our Edge Computing Wiki! We are students and faculty in CIS@UMDearborn taking this course at Winter 2025. This is the textbook we write together! <br /> <br /> == 🏆 Edge Computing Wiki Awards == <br /> <br /> <br /> == Structure of this Textbook ==<br /> <br /> 1. [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing Introduction to Edge Computing] (Vrunda Kadam, Aayush Chopra, and Riya Pawar)<br /> <br /> 1.1 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.1_What_is_Edge_Computing? What is Edge Computing?]<br /> <br /> 1.2 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.2_Why_we_need_Edge_Computing? Why We Need Edge Computing?]<br /> <br /> 1.3 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.3_Edge_Computing_application_Domains_and_Typical_Applications Edge Computing Application Domains and Typical Applications]<br /> <br /> 1.4 [http://www.edgecomputingbook.com/index.php/Introduction_to_Edge_Computing#1.4_Different_Edge_Computing_Paradigms Different Edge Computing Paradigms ]<br /> <br /> <br /> 2.[http://www.edgecomputingbook.com/index.php/User:Farhan#Edge_Computing_Architecture_and_Layers Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)] <br /> <br /> 2.1 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.1_IoT,_Mobile,_and_Digital_Twins IoT, Mobile, and Digital Twins]<br /> <br /> 2.2 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.2_Cloud Cloud]<br /> <br /> 2.3 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.3_Edge_and_Fog Edge and Fog] <br /> <br /> 2.4 [http://www.edgecomputingbook.com/index.php/User:Farhan#1.4_Edge-Cloud_Continuum Edge-Cloud Continuum] <br /> <br /> <br /> 3.[http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)] <br /> <br /> 3.1 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.1_Industry_Products:_AWS_as_an_Example Industry Products: AWS as an Example]<br /> <br /> 3.2 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.2_Open_Source_Frameworks Open Source Frameworks]<br /> <br /> 3.3 [http://www.edgecomputingbook.com/index.php/Edge_Computing_Products_and_Frameworks#3.3_Serverless_at_the_Edge Serverless at the Edge]<br /> <br /> <br /> 4.[http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge Machine Learning at the Edge] (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)<br /> <br /> 4.1 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.1_Overview_of_ML_at_the_Edge Overview of ML at the Edge]<br /> <br /> 4.2 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.2_ML_Training_at_the_edge ML Training at the Edge]<br /> <br /> 4.3 [http://www.edgecomputingbook.com/index.php/Machine_Learning_at_the_Edge#4.3_ML_Model_Optimization_at_the_Edge ML Model Optimization at the Edge]<br /> <br /> <br /> 5. [http://www.edgecomputingbook.com/index.php/Federated_Learning Federated Learning] (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )<br /> <br /> 5.1 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.1_Overview_and_Motivation Overview &amp; Motivation]<br /> <br /> 5.2 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.2_Federated_Learning_Architectures Federated Learning Architectures]<br /> <br /> 5.3 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.3_Aggregation_Algorithms_and_Communication_Efficiency Aggregation Algorithms &amp; Communication]<br /> <br /> 5.4 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.4_Privacy_Mechanisms Privacy Mechanisms]<br /> <br /> 5.5 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.5_Security_Threats Security Threats]<br /> <br /> 5.6 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.6_Resource-Efficient_Model_Training Resource-Efficient Model Training]<br /> <br /> 5.7 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_Real-World_Use_Cases Real-World Use Cases]<br /> <br /> 5.8 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.8_Open_Challenges Open Challenges]<br /> <br /> 5.9 [http://www.edgecomputingbook.com/index.php/Federated_Learning#5.7_References References]<br /> <br /> <br /> 6.[http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy Edge Security and Privacy] (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)<br /> <br /> 6.1 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.1_Overview_of_Security_Challenges_in_Edge_Computing Overview of Security Challenges in Edge Computing]<br /> <br /> 6.2 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.2_Data_Privacy_and_Compliance_in_Edge_Applications Data Privacy and Compliance in Edge Applications]<br /> <br /> 6.3 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.3_Security_Protocols_and_Frameworks_for_Edge_Systems Security Protocols and Frameworks for Edge Systems]<br /> <br /> 6.4 [http://www.edgecomputingbook.com/index.php/Chapter_6:_Edge_Security_and_Privacy#6.4_Case_Studies:_Real-World_Security_Breaches Case Studies: Real-World Security Breaches]<br /> <br /> <br /> 7. [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)]<br /> <br /> 7.1 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.1_Task_and_Resource_Scheduling Task and Resource Scheduling]<br /> <br /> 7.2 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.2_Edge_for_AR/VR Edge for AR/VR]<br /> <br /> 7.3 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.3_Vehicle_Computing Vehicle Computing]<br /> <br /> 7.4 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.4_Energy-Efficient_Edge_Architectures Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)]<br /> <br /> 7.5 [http://www.edgecomputingbook.com/index.php/Emerging_Research_Directions#7.5_Data_Persistence Data Persistence (Warren Lazarraga)]<br /> <br /> <br /> 8. [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing Applications of Edge Computing: Underwater Internet of Things (UIoT)]<br /> <br /> 8.1 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.1_Introduction_to_UIoT_and_AUVs Introduction to UIoT and AUVs]<br /> <br /> 8.2 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.2_Edge_Computing_for_AUVs:_Benefits_and_Necessity Edge Computing for AUVs: Benefits and Necessity]<br /> <br /> 8.3 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.3_Challenges_of_Using_Edge_Computing_with_AUVs Key Challenges in Applying Edge Computing to AUVs]<br /> <br /> 8.4 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.4_State-of-the-Art_Edge_Computing_Solutions State-of-the-Art Edge Computing Solutions]<br /> <br /> 8.5 [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#8.5_Future_Research_Directions_(Work_in_progress) Future Research Directions]<br /> <br /> : [http://www.edgecomputingbook.com/index.php/Applications_of_Edge_Computing#References References] <br /> <br /> <br /> 9.[http://www.edgecomputingbook.com/index.php/Conclusion Conclusion and Future Outlook]</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=22 2025-02-13T03:34:44Z

<p>Zhengsong: /* Structure of this WiKi */</p> <hr /> <div>&lt;strong&gt;MediaWiki has been installed.&lt;/strong&gt;<br /> <br /> Consult the [https://www.mediawiki.org/wiki/Special:MyLanguage/Help:Contents User's Guide] for information on using the wiki software.<br /> <br /> == Getting started ==<br /> * [https://www.mediawiki.org/wiki/Special:MyLanguage/Manual:Configuration_settings Configuration settings list]<br /> * [https://www.mediawiki.org/wiki/Special:MyLanguage/Manual:FAQ MediaWiki FAQ]<br /> * [https://lists.wikimedia.org/postorius/lists/mediawiki-announce.lists.wikimedia.org/ MediaWiki release mailing list]<br /> * [https://www.mediawiki.org/wiki/Special:MyLanguage/Localisation#Translation_resources Localise MediaWiki for your language]<br /> * [https://www.mediawiki.org/wiki/Special:MyLanguage/Manual:Combating_spam Learn how to combat spam on your wiki]<br /> <br /> * [http://141.215.80.239/index.php/Structure structure of the book]<br /> <br /> <br /> == Structure of this WiKi ==<br /> <br /> 1.Introduction.<br /> <br /> 1.1 What is Edge Computing? Hello<br /> <br /> 1.2 Why We Need Edge Computing?<br /> <br /> 1.3 Edge Computing Application Domains and Typical Applications<br /> <br /> 1.4 Different Edge Computing Paradigms (include Cloud-Edge Continuum here)<br /> <br /> <br /> 2.Edge Computing Architecture and Layers<br /> <br /> 2.1 IoT, Mobile, and Digital Twins<br /> <br /> 2.2 Cloud<br /> <br /> 2.3 Edge and Fog <br /> <br /> 2.4 Edge-Cloud Continuum<br /> <br /> <br /> 3.Edge Computing Products and Frameworks<br /> <br /> 3.1 Industry Products: AWS as an Example<br /> <br /> 3.2 Open Source Frameworks<br /> <br /> 3.3 Serverless at the Edge<br /> <br /> <br /> 4.Machine Learning at the Edge<br /> <br /> 4.1 Overview of ML at the Edge<br /> <br /> 4.2 ML Training at the Edge<br /> <br /> 4.3 ML Model Optimization for the Edge<br /> <br /> 4.4 Federated Learning <br /> <br /> <br /> 5.Edge Security and Privacy<br /> <br /> 5.1 Overview of Security Challenges in Edge Computing<br /> <br /> 5.2 Data Privacy and Compliance in Edge Applications<br /> <br /> 5.3 Security Protocols and Frameworks for Edge Systems<br /> <br /> 5.4 Case Studies: Real-World Security Breaches<br /> <br /> <br /> 6. Emerging Research Directions<br /> <br /> 6.1 Task and Resource Scheduling<br /> <br /> 6.2 Edge for AR/VR<br /> <br /> 6.3 Vehicle Computing<br /> <br /> 6.4 Energy-Efficient Edge Architectures<br /> <br /> <br /> 7.Conclusion and Future Outlook (cannot be chosen by students)</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=19 2025-02-13T03:25:55Z

<p>Zhengsong: /* Structure of this WiKi */</p> <hr /> <div>&lt;strong&gt;MediaWiki has been installed.&lt;/strong&gt;<br /> <br /> Consult the [https://www.mediawiki.org/wiki/Special:MyLanguage/Help:Contents User's Guide] for information on using the wiki software.<br /> <br /> == Getting started ==<br /> * [https://www.mediawiki.org/wiki/Special:MyLanguage/Manual:Configuration_settings Configuration settings list]<br /> * [https://www.mediawiki.org/wiki/Special:MyLanguage/Manual:FAQ MediaWiki FAQ]<br /> * [https://lists.wikimedia.org/postorius/lists/mediawiki-announce.lists.wikimedia.org/ MediaWiki release mailing list]<br /> * [https://www.mediawiki.org/wiki/Special:MyLanguage/Localisation#Translation_resources Localise MediaWiki for your language]<br /> * [https://www.mediawiki.org/wiki/Special:MyLanguage/Manual:Combating_spam Learn how to combat spam on your wiki]<br /> <br /> * [http://141.215.80.239/index.php/Structure structure of the book]<br /> <br /> <br /> == Structure of this WiKi ==<br /> <br /> 1.Introduction.<br /> <br /> 1.1 What is Edge Computing?<br /> <br /> 1.2 Why We Need Edge Computing?<br /> <br /> 1.3 Edge Computing Application Domains and Typical Applications<br /> <br /> 1.4 Different Edge Computing Paradigms (include Cloud-Edge Continuum here)<br /> <br /> <br /> 2.Edge Computing Architecture and Layers<br /> <br /> 2.1 IoT, Mobile, and Digital Twins<br /> <br /> 2.2 Cloud<br /> <br /> 2.3 Edge and Fog <br /> <br /> 2.4 Edge-Cloud Continuum<br /> <br /> <br /> 3.Edge Computing Products and Frameworks<br /> <br /> 3.1 Industry Products: AWS as an Example<br /> <br /> 3.2 Open Source Frameworks<br /> <br /> 3.3 Serverless at the Edge<br /> <br /> <br /> 4.Machine Learning at the Edge<br /> <br /> 4.1 Overview of ML at the Edge<br /> <br /> 4.2 ML Training at the Edge<br /> <br /> 4.3 ML Model Optimization for the Edge<br /> <br /> 4.4 Federated Learning <br /> <br /> <br /> 5.Edge Security and Privacy<br /> <br /> 5.1 Overview of Security Challenges in Edge Computing<br /> <br /> 5.2 Data Privacy and Compliance in Edge Applications<br /> <br /> 5.3 Security Protocols and Frameworks for Edge Systems<br /> <br /> 5.4 Case Studies: Real-World Security Breaches<br /> <br /> <br /> 6. Emerging Research Directions<br /> <br /> 6.1 Task and Resource Scheduling<br /> <br /> 6.2 Edge for AR/VR<br /> <br /> 6.3 Vehicle Computing<br /> <br /> 6.4 Energy-Efficient Edge Architectures<br /> <br /> <br /> 7.Conclusion and Future Outlook (cannot be chosen by students)</div>

Zhengsong http://www.edgecomputingbook.com/index.php?title=Main_Page&diff=18 2025-02-13T03:25:49Z

<p>Zhengsong: /* Structure of this WiKi */</p> <hr /> <div>&lt;strong&gt;MediaWiki has been installed.&lt;/strong&gt;<br /> <br /> Consult the [https://www.mediawiki.org/wiki/Special:MyLanguage/Help:Contents User's Guide] for information on using the wiki software.<br /> <br /> == Getting started ==<br /> * [https://www.mediawiki.org/wiki/Special:MyLanguage/Manual:Configuration_settings Configuration settings list]<br /> * [https://www.mediawiki.org/wiki/Special:MyLanguage/Manual:FAQ MediaWiki FAQ]<br /> * [https://lists.wikimedia.org/postorius/lists/mediawiki-announce.lists.wikimedia.org/ MediaWiki release mailing list]<br /> * [https://www.mediawiki.org/wiki/Special:MyLanguage/Localisation#Translation_resources Localise MediaWiki for your language]<br /> * [https://www.mediawiki.org/wiki/Special:MyLanguage/Manual:Combating_spam Learn how to combat spam on your wiki]<br /> <br /> * [http://141.215.80.239/index.php/Structure structure of the book]<br /> <br /> <br /> == Structure of this WiKi ==<br /> <br /> 1.Introduction. test<br /> <br /> 1.1 What is Edge Computing?<br /> <br /> 1.2 Why We Need Edge Computing?<br /> <br /> 1.3 Edge Computing Application Domains and Typical Applications<br /> <br /> 1.4 Different Edge Computing Paradigms (include Cloud-Edge Continuum here)<br /> <br /> <br /> 2.Edge Computing Architecture and Layers<br /> <br /> 2.1 IoT, Mobile, and Digital Twins<br /> <br /> 2.2 Cloud<br /> <br /> 2.3 Edge and Fog <br /> <br /> 2.4 Edge-Cloud Continuum<br /> <br /> <br /> 3.Edge Computing Products and Frameworks<br /> <br /> 3.1 Industry Products: AWS as an Example<br /> <br /> 3.2 Open Source Frameworks<br /> <br /> 3.3 Serverless at the Edge<br /> <br /> <br /> 4.Machine Learning at the Edge<br /> <br /> 4.1 Overview of ML at the Edge<br /> <br /> 4.2 ML Training at the Edge<br /> <br /> 4.3 ML Model Optimization for the Edge<br /> <br /> 4.4 Federated Learning <br /> <br /> <br /> 5.Edge Security and Privacy<br /> <br /> 5.1 Overview of Security Challenges in Edge Computing<br /> <br /> 5.2 Data Privacy and Compliance in Edge Applications<br /> <br /> 5.3 Security Protocols and Frameworks for Edge Systems<br /> <br /> 5.4 Case Studies: Real-World Security Breaches<br /> <br /> <br /> 6. Emerging Research Directions<br /> <br /> 6.1 Task and Resource Scheduling<br /> <br /> 6.2 Edge for AR/VR<br /> <br /> 6.3 Vehicle Computing<br /> <br /> 6.4 Energy-Efficient Edge Architectures<br /> <br /> <br /> 7.Conclusion and Future Outlook (cannot be chosen by students)</div>

Zhengsong