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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 (Click to See Who are We) write together!

Structure of this Textbook

1. Introduction to Edge Computing (Vrunda Kadam, Aayush Chopra, and Riya Pawar)

1.1 What is Edge Computing?

1.2 Why We Need Edge Computing?

1.3 Edge Computing Application Domains and Typical Applications

1.4 Different Edge Computing Paradigms

2.Edge Computing Architecture and Layers (Amit Saha, Md Eleus, Farhan Tanvir)

2.1 IoT, Mobile, and Digital Twins

2.2 Cloud

2.3 Edge and Fog

2.4 Edge-Cloud Continuum

3.Edge Computing Products and Frameworks (Ashwin Alinkil, Jasmine Rabie, Nate Pierce, Brian Retterer)

3.1 Industry Products: AWS as an Example

3.2 Open Source Frameworks

3.3 Serverless at the Edge

4.Machine Learning at the Edge (Vlad Nitu, Joel Henry Arun, Ciaran Grabowski, and Haneen Syed)

4.1 Overview of ML at the Edge

4.2 ML Training at the Edge

4.3 ML Model Optimization at the Edge

5. Federated Learning (Manoj Alexander, Ram Kumar Ippili, Sai Revanth Iddum, and Chakradhar Nidujuvvi )

5.1 Overview & Motivation

5.2 Federated Learning Architectures

5.3 Aggregation Algorithms & Communication

5.4 Privacy Mechanisms

5.5 Security Threats

5.6 Resource-Efficient Model Training

5.7 Real-World Use Cases

5.8 Open Challenges

5.9 References

6.Edge Security and Privacy (Nitin Madhu, Ali Siddiqi, Jyotsana Sharma, Vedant Patel)

6.1 Overview of Security Challenges in Edge Computing

6.2 Data Privacy and Compliance in Edge Applications

6.3 Security Protocols and Frameworks for Edge Systems

6.4 Case Studies: Real-World Security Breaches

7. Emerging Research Directions (7.1~7.3: Erika Valle-Baird, Mohamed Aboulsaad, Matthew Kwan)

7.1 Task and Resource Scheduling

7.2 Edge for AR/VR

7.3 Vehicle Computing

7.4 Energy-Efficient Edge Architectures (Zaid Ghazal, Matthew Correa)

7.5 Data Persistence (Warren Lazarraga)

8. Applications of Edge Computing: Underwater Internet of Things (UIoT)

8.1 Introduction to UIoT and AUVs

8.2 Edge Computing for AUVs: Benefits and Necessity

8.3 Key Challenges in Applying Edge Computing to AUVs

8.4 State-of-the-Art Edge Computing Solutions

8.5 Future Research Directions

References

9.Conclusion and Future Outlook