Preface xxv About the Editors xxvii Acknowledgments xxix About the Companion Website xxxiii Part I Fundamentals of IoT, AI, and ML for Sustainable Development 1 1 Introduction to IoT, AI, and ML in Sustainable Communication 3 Shumukh Alharrani, Amani Ibraheem, and Polat Goktas 1.1 Introduction 3 1.2 Foundational Principles of IoT, AI, and ML 4 1.3 Synergistic Integration of IoT, AI, and ML for Sustainable Communication Systems 10 1.4 Challenges in Implementation 14 1.5 Emerging Trends and Future Perspectives 17 1.6 Conclusion 21 2 AI/ML Techniques for Enhancing IoT-based Communication 33 Kushagra Agrawal, Muhammet Anil Yagiz, and Polat Goktas 2.1 Introduction 33 2.
2 Background and Fundamentals 35 2.3 AI/ML Techniques for Enhancing IoT Communication 40 2.4 Architectures Integrating AI/ML in IoT Communication 46 2.5 Challenges, Limitations, and Open Issues 49 2.6 Conclusion 51 3 IoT and AI in Sustainable Agriculture 59 Pankaj P. Tasgaonkar, Srushti Khomane, Komal Suryawanshi, and Shachi Kokare 3.1 Introduction 59 3.2 Fruit Quality Monitoring 60 3.
3 Crop Growth Monitoring Using IoT 64 3.4 Case Study 69 3.5 Drones in Agriculture 69 3.6 Benefits of ICT in Agriculture 72 3.7 Blockchain in Agriculture 72 3.8 Summary 74 4 AI and IoT-based Robust and Resilient Healthcare Services 77 Shilpi, Sachin Kumar, Sudhanshu Tyagi, and Sumita Mishra 4.1 Introduction 77 4.2 Role of IoT in Predictive Healthcare 81 4.
3 Improved Decision-making and Treatment Planning 83 4.4 Personalized Healthcare 84 4.5 Remote Diagnostics and Efficient Resource Allocation 85 4.6 Benefits 87 4.7 Applications in Specific Areas 89 4.8 Challenges and Opportunities 90 4.9 Conclusion 92 Part II Practical Applications of IoT and AI in Key Sectors Including Smart Infrastructure and Industrial Applications 95 5 Applications and Impact of Artificial Intelligence in the Field of Agriculture, Education, Healthcare, and Administration 97 Virender Kumar and Mohammad Derawi 5.1 Introduction 97 5.
2 Application of AI in Several Fields of Agriculture 99 5.3 AI in Education 103 5.4 AI in the Field of Healthcare 106 5.5 AI in the Field of Administration and Governance 110 5.6 Results and Discussion 114 5.7 Conclusion 115 6 IoT-based Communication in Smart Cities for SDGs: Enhancing Urban Resilience Through Human-centric Hypernetwork Models 119 Yuhan Zheng and Zeyu Zhao 6.1 Introduction 119 6.2 Literature Review 121 6.
3 Methodology 122 6.4 Results 127 6.5 Discussion 137 6.6 Conclusion 141 7 Industrial IoT and Sustainable Development 147 Keshav Gupta, Nishu Gupta, and Polat Goktas 7.1 Foundations of Industrial Internet of Things in the Context of Sustainable Development 147 7.2 Smart Manufacturing and Resource Efficiency 148 7.3 Data-driven Decision-making and Environmental Monitoring 156 7.4 Cybersecurity, Ethics, and Governance in Sustainable IIoT Systems 162 7.
5 Future Outlook: Scalable and Resilient IIoT Ecosystems for 2030 and Beyond 165 7.6 Conclusion 166 8 Energy Management and Smart Grid Communication 179 Polat Goktas and Shaibu Ibrahim 8.1 Introduction to Smart Grids and Sustainable Energy Management 179 8.2 Role of IoT in Smart Grid Communication 181 8.3 ML for Predictive Energy Management 187 8.4 AI-enabled Optimization in Grid Operations and Load Balancing 192 8.5 Challenges, Opportunities, and Future Outlook 196 8.6 Conclusion 201 9 Urban Environmental Sensing for Sustainable Development: A Focus on Air Quality, Temperature, and Humidity 213 Pankaj P.
Tasgaonkar, Siddhant Kamlaskar, Tarun Dhote, and Aditya Chougule 9.1 Introduction 213 9.2 Flowchart 215 9.3 Methodology 216 9.4 Pollution and Their Impacts 217 9.5 Hardware Setup 220 9.6 Different Types of Communication Interfaces 222 9.7 Ways to Encounter the Problem 225 9.
8 Summary 228 Part III Security, Privacy, and Ethical Aspects 231 10 IoT Security and Privacy in Sustainable Communication 233 Polat Goktas and Sumita Mishra 10.1 Introduction: The Intersection of Security, Privacy, and Sustainable IoT Communication 233 10.2 Artificial Intelligence and Machine Learning-enabled Security Mechanisms in IoT Networks 234 10.3 Privacy-preserving Frameworks and Data Governance in Sustainable IoT 243 10.4 Energy-aware and Resource-efficient Security Protocols 250 10.5 Future Directions and Ethical Considerations in IoT Security for Sustainability 252 10.6 Conclusion 255 11 Machine Learning-empowered Physical Layer Security Techniques Toward 6G Wireless Communication 267 Aditya Verma, Sumita Mishra, Sachin Kumar, and Jyoti Grover 11.1 Introduction 267 11.
2 6G Technologies: Security and Privacy Issues 270 11.3 The Role of ML in PLS for 6G 273 11.4 AI-driven Extensions for PLS in 6G 278 11.5 Applications of ML-powered PLS in 6G 281 11.6 Open Challenges and Future Directions in ML-empowered PLS for 6G 285 11.7 Conclusion 289 12 Justice in IoT and AI for Sustainable Development 293 George Belsian, Hrishikesh Tamhane, Binesh Asok Kumar, and Geraldine Shirley Nicholas 12.1 Introduction 293 12.2 Foundations and Ethical Frameworks 294 12.
3 Ethical Governance and Implementation 302 12.4 Security Architecture and Privacy 310 12.5 Resource Justice and Equitable Access 320 12.6 Regulatory Frameworks and Compliance 330 12.7 Implementation Roadmap 334 Part IV Future Directions and Innovations 341 13 Advances, Challenges, and Future Directions in IoT Architectures for Smart Environments: A Comprehensive Review 343 Manuel J.C.S. Reis, Carlos Serôdio, and Nishu Gupta 13.
1 Introduction 343 13.2 Scalability and Interoperability 345 13.3 Energy Efficiency 349 13.4 Data Privacy and Security 353 13.5 Real-time Data Processing and Analytics 355 13.6 Edge Computing and Fog Computing Integration 357 13.7 Context Awareness and Adaptability 358 13.8 Standardization 362 13.
9 Network Management and Optimization 364 13.10 Conclusion 367 14 Future Trends and Innovations in IoT-based Communication Through AI/ML for SDG 375 Shriram K. Vasudevan, Sini Raj Pulari, and Subashri V. 14.1 Introduction 375 14.2 Role of AI/ML in IoT-based Communication 376 14.3 Emerging Trends in IoT-based Communication Through AI/ML 380 14.4 Challenges and Ethical Considerations 381 14.
5 Future Directions and Innovations 382 4.6 Conclusion 382 Index 385.