Topics in artificial intelligence applied to Industry 4.0

xxiii, 292 Seiten

Illustrationen

Includes index

About the Editors xv List of Contributors xvii Preface xxi Acknowledgment xxiii 1 Introduction to Industry 4.0 and Its Impacts on Society 1Shrikant Tiwari, Kanchan Naithani, Arun K. Singh, Virendra K. Verma, Ramesh S. Wadawadagi, and Bireshwar D. Mazumdar 1.1 Introduction 1 1.2 The Technological Advancements of the Fourth Industrial Revolution 3 1.3 Impacts on the Economy 5 1.4 Impacts on Society 9 1.5 Ethics and Governance 11 1.6 Future Directions 13 1.7 Conclusion 15 2 Digital Transformation Using Industry 4.0 and Artificial Intelligence 19M. Keerthika, M. Pragadeesh, M. Santhiya, G. Belshia Jebamalar, and Harish Venu 2.1 Introduction 19 2.2 Industry 4.0 Technologies 20 2.3 AI Features in Industry 4.0 22 2.4 Industry 4.0 and XAI 24 2.5 Industry 4.0 Integration Using an XAI-Based Methodology with AI 24 2.6 Case Studies for Industry 4.0 29 2.7 Challenges of Industry 4.0 31 2.8 Advantages of Intelligent Factory 31 2.9 Discussion and Emerging Trends 32 2.10 Conclusion 33 3 Industry 4.0: Design Principles, Challenges, and Applications 39K.K. Girish, Sunil Kumar, and Biswajit R. Bhowmik 3.1 Introduction 39 3.2 Organization of Chapter 40 3.3 Industrial Revolutions 40 3.4 Generations of Industrial Revolutions 40 3.5 Transformation to Industry 4.0 43 3.6 Characteristics of Industry 4.0 43 3.7 Technologies Under Industry 4.0 44 3.8 Design Principles of Industry 4.0 53 3.9 Applications of Industry 4.0 57 3.10 Trends in Industry 4.0 58 3.11 Challenges of Industry 4.0 59 3.12 Related Works 61 3.13 Paradigm Shift Toward Industry 5.0 62 3.14 Future Challenges and Research 63 3.15 Conclusion 64 4 Detection from Chest X-Ray Images Based on Modified Deep Learning Approach 69Jyoti Dabass, Manju Dabass, and Ananda K. Behera 4.1 Introduction 69 4.2 Related Works 70 4.3 Research Methodology 71 4.4 Results and Discussions 80 4.5 Conclusions 89 5 Smart Technologies in Manufacturing Industries: A Useful Perspective 93V.M. Gobinath, A. Kathirvel, S.K. Rajesh Kanna, and K. Annamalai 5.1 Introduction 93 5.2 Literature Review 95 5.3 Materials and Methods 95 5.4 Discussion 104 5.5 Conclusion 105 6 Blockchain Technology for Industry 4.0 107Rajiv Kumar Berwer, Sanjeev Indora, Dinesh Kumar Atal, and Vivek Yadav 6.1 Introduction 107 6.2 Key Concepts of Blockchain 110 6.3 Blockchain in Data Privacy and Security 114 6.4 Cybersecurity in the Era of Industry 4.0 116 6.5 Supply Chain Management and Traceability 117 6.6 Blockchain-Enabled Smart Manufacturing 118 6.7 Overcoming Challenges in Blockchain Implementation 119 6.8 Real-World Applications of Blockchain in Industry 4.0 119 6.9 Future Trends 120 6.10 Conclusion 120 7 Unifying Technologies in Industry 4.0: Harnessing the Synergy of Internet of Things, Big Data, Augmented Reality/ Virtual Reality, and Blockchain Technologies 127K. Logeswaran, S. Savitha, P. Suresh, K.R. Prasanna Kumar, M. Gunasekar, R. Rajadevi, M.K. Dharani, and A.S. Jayasurya 7.1 Introduction to Industry 4.0 127 7.2 Internet of Things 134 7.3 Big Data 136 7.4 Augmented Reality and Virtual Reality 138 7.5 Blockchain 140 7.6 Convergence of IoT, Big Data, AR/VR, and Blockchain in Industry 4.0 142 7.7 Conclusion 145 8 Industry 4.0 in Manufacturing, Communication, Transportation, and Health Care 149Mani D. Choudhry, Jeevanandham Sivaraj, Sundarrajan Munusamy, Parimala D. Muthusamy, and V. Saravanan 8.1 Introduction 149 8.2 Diversified Applications of Industry 4.0 153 8.3 Conclusion 162 9 Transforming Education Management in the Industry 4.0 Era: Harnessin

ECONIS - Online Catalogue of the ZBW