Edge Artificial Intelligence

Preface xxiii

Part 1: Foundations and Core Concepts of Edge AI 1

1 Edge AI Demystified: From Its Origins to Future Frontiers 3
Preeti Agarwal, Anchit Bijalwan, Ayesha Patel, Atharv Amit Deshpande and Vidhi Panchal

2 Optimizing Deep Learning Models for Edge Devices 39
Haripriya Saraf, Kaavya nair, Aditya Kurup, Preeti Agarwal and Anchit Bijalwan

3 Role of Multi Objective Evolutionary Algorithms in Edge AI System Optimization 67
Preeti Gupta and Sakshi Indolia

4 The Convergence of Edge Computing, AI, and Blockchain: Challenges, Opportunities, and Future Prospects 87
Aditya Ray, Suditi Pradhan, Darsh Iyer, Preeti Agarwal and Anchit Bijalwan

5 Network Optimization in Edge Computing 117
Gargee Thakur, Vaibhav Singh, Riddhima Ghule, Anish Dey, Preeti Agarwal and Anchit Bijalwan

6 Comparative Analysis of Pruning Conventional Machine Learning or Deep Learning Frameworks Utilizing Discrete Wavelet Transform for Iris Biometrics 155
Divyang Jadav, Aditee Moudgil, Nilesh Choudhary and Shruti Daw

7 Convergence of K8s and Istio Deployment on Mission-Critical Environments 181
Arunkumar Arulappan, Vetrivel S.B., Shanmuga Priyan T., Gina Rose G. and Murugan Krishnamoorthy

Part 2: Security, Ethics, and Trust in Edge AI 197

8 Edge AI Security and Privacy: Threats, Solutions, and Best Practices 199
Ishika Mohan, Advika Wankhede, Ishita Manral, Rohit Kadam, Preeti Agarwal and Anchit Bijalwan

9 Edge AI in Cybersecurity 231
Vaishali V. Bodade, Jyoti More, Suraj Khandare and Supriya Joshi

10 Database-Guard Artificial Intelligence: Revolutionizing Database Security with Artificial Intelligence 251
Safwan Hungund and Jyoti Kundale

11 Edge-AI Ledger Docs: Revolutionizing Document Storage and Verification with Blockchain 277
Nilima Patel and Mayank Aggarwal

12 A Lightweight Lie Detector for Resource Constraint Devices 307
Mayur Navin Sharma, Rohan Deep Kujur, Khushi Tulsian, Tejaswini J. Chavan and Atharva Manish

13 AIPendant: An Efficient and Lightweight Threat Detection System for Real-Time Personal Safety 317
Sanghyun Yeo, Vu Minh Phuc and Le Anh Ngoc

Part 3: Edge AI in Industry and Domain-Specific Applications 337

14 Edge AI for Connected & Automated Vehicles: Opportunities & Challenges 339
Alok Ranjan, Ashutosh Bandyopadhyay and Guru Prasad A. S.

15 The Role of Edge Computing in Enhancing Autonomous Vehicle Performance 367
Lakshmeesh Mankame, Anushka Raspayle, Onkar Mane, Preeti Agarwal and Anchit Bijalwan

16 Applying Edge AI in the Environment of Industrial Internet of Things (IIoT) 393
Shraddha C. Subhedar and Deepa Parasar

17 Healthcare Applications of Edge AI 415
Shiwani Gupta, Jagruti Jadhav, Shilpa Mathur, Sampada Bhonde and Pranjali Sankhe

18 Design and Enhance of Data Analysis in Healthcare System with AutoML Business Intelligence Technology 439
Rajendra Kachhava, R.K. Somani and Ravi Khatwal

19 A Case Study from Internet of Things to Edge AI with Challenges in Industry 4.0 447
Harishchander Anandaram, Vinisha Sumra, Roosha Shamoon, Kawerinder Singh Sidhu, Shreenidhi K.S. and Kapil Joshi

20 Edge AI and Blockchain: A Synergy for Water Body Preservation 469
Anjali Arora and Mayank Aggarwal

21 Enhancing Stadium Safety Through AI-Based Detection of Violent Incidents with 360-Degree Cameras 501
Phuong Anh Nguyen, Dung Tran, Trung Duong, Duong Pham, Son Nguyen, Dat Do and Ngoc Le

Part 4: Optimization and Intelligent Decision-Making with Edge AI 515

22 Design of a Deep Reinforcement Learning Approach for Optimization of Task Offloading and Resource Allocation for Edge Computing Networks 517
Anindita Khade and Avaneesh Karthikeyan Iyer

23 Optimizing Evacuations Using Agent-Based Modeling 541
Donie Jardeleza

24 CDLPP: Optimized Multi-Drone Path Planning in Evolving Environments Using Machine Learning for Object Detection 555
Lade Gunakar Rao and K. Rajchandar

25 Development of Low-Cost Road Surface Classification System Using Acceleration Sensors on Motorcycles 567
Nguyen Van Thang, Phi Duc Thang, Le Minh Kien, Nguyen Thi Thu and To Hieu Dao

26 Revolutionizing Education with Edge AI: Exploring Its Role, Impact, and Future Potential 579
Kartikeya Sharma, Pranav Gupta, Radheya Shetty, Preeti Agarwal and Anchit Bijalwan

References 608
Index 611