AI and ML Techniques in IoT-based Communication - Sumita Mishra

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Résumé :

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 ...

Biographie:

Sumita Mishra, PhD, is an Assistant Professor in the Electronics and Communication Engineering Department at the Amity School of Engineering and Technology, Amity University Uttar Pradesh, Lucknow Campus, India.

Nishu Gupta, PhD, is a Senior Scientist in the Future Communication Networks research unit at the VTT Technical Research Centre of Finland Ltd., Oulu, Finland.

Polat Goktas, PhD, is?an Assistant Professor at the Faculty of Engineering and Natural Sciences, Sabanc? University, T?rkiye.