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Autorenporträt
Rekh Ram Janghel, PhD is an Assistant Professor in the Department of Information Technology at the National Institute of Technology. He has published more than 30 research papers in national and international journals and conferences and two book chapters. His areas of research include deep learning, machine learning, biomedical healthcare systems, expert systems, neural networks, hybrid computing, and soft computing. Rajesh Doriya, PhD is an Assistant Professor in the Department of Information Technology at the National Institute of Technology with more than ten years of experience. He has authored over 50 research papers published in international journals and conferences. His research interests include distributed computing, cloud computing, artificial intelligence, robotics, soft computing techniques, and network security. Jaykumar Lachure is pursuing a PhD in the Department of Information Technology at the National Institute of Technology. He has published more than 15 research papers in national and international journals and conferences and two book chapters in reputed publications. His interests include cyber physical systems, security, precision agriculture, quantum computing, blockchain, pattern recognition, image processing, and video processing. Yogesh Kumar Rathore is an Assistant Professor in the Department of Computer Science Engineering at the Shri Shankaracharya Institute of Professional Management and Technology with more than 16 years of experience. Raipur. He has published more than 40 research papers in various conferences and journals, many book chapters, and two patents. His interests include pattern recognition, image processing, video processing, deep learning, machine learning, and artificial intelligence.
Inhaltsangabe
List of Figures xv List of Tables xix Preface xxi 1 A Critical Review of Ethical Challenges in the Use of Deep Learning, Blockchain, and Big Data in Agriculture 1 Kirti Nahak, Anurag Shrivastava, Sheela Hundekari, Qasem AlAttaby, Lavish Kansal and Saloni Bansal 2 Agriculture Supply Chain Management System Using Blockchain 15 Harshvardhan Chunawala, Mohammed Ihsan, R.V.S. Praveen, Nandini Shirish Boob, H. Pal Thethi and Arti Badhoutiya 3 Crop Product Health Management System Using DL, Precision Irrigation System Using Internet of Things and DL/ML 27 Anurag Shrivastava, Sheela Hundekari, R.V.S. Praveen, Haideer Alabdeli, Vikrant Vasant Labde and Saloni Bansal 4 Soil Nutrient Analysis and Optimization Using DL/ML Techniques 39 S. Selvaraju, S. Thangamayan, Sornalakshmi R.R. and Krishnamoorthy S. 5 Weather Forecasting and Crop Yield Prediction Using AI/ML Models 51 S. Thangamayan, Murugan Ramu and S. Selvaraju 6 Fertilizer Quality Ensure Certification Using Blockchain 65 Harshvardhan Chunawala, Raed Alfilh, Nandini Shirish Boob, Manish Gupta, Vamsi Krishna Chidipothu and Rishabh Chaturvedi 7 Leaf Health Classification Using Deep Learning and Machine Learning Approaches 77 Kireet Muppavaram, P. Jyothi, Diana George, Ajith Sundaram, Sivaram Murugan and V. Porkodi 8 Pest Detection in Plants Using Advanced Deep Learning Techniques 89 Kayal Padmanandam, Shravan M. B., Y. Divya, Ajith Sundaram, S. Athinarayanan and Kavitha Ramachandran 9 A Technological Turn in Agriculture: Digital Pathways and Innovations 101 Padmapriya S.S., C. Jayamala and B. Lavaraju 10 Smart Crop Health Monitoring and Precision Irrigation with IoT-Driven Systems 115 Prem Kumar Sholapurapu, Raami Riadhusin, R.V.S. Praveen, Nandini Shirish Boob, Navdeep Singh and Jitendra Gudainiyan 11 Integrating IoT, Sensors, and Machine Learning for Enhancing Crop Yield and Irrigation Efficiency Systems 127 Kunal Dhaku Jadhav 12 Introduction to Digital Transformation in Agriculture: Trends and Opportunities 141 Dilip R., Kusumadevi G. H., Ravi Kumar H. C., Mahadev S., Sowbhagya M. P. and Raveendra Kumar T. H. 13 Smart Farming Technologies: IoT, Sensors, and Data Analytics 155 Dilip R., Nishchitha M. H., Mallika Talikoti, Kalpavi C.Y., Harshini Veronica Deepak Balaraj and Tejashwini N. 14 Artificial Intelligence and Machine Learning Applications in Precision Agriculture 167 Charanjeet Singh, R.V.S. Praveen, Hari Krishna Vemuri, Satya Subramanya Sai Ram Gopal Peri, Anurag Shrivastava and Saif O. Husain 15 Big Data and Cloud Computing for Agricultural Decision Support 179 Shikhar Sharma 16 Cybersecurity Threats in Digital Agriculture: An Emerging Concern 191 Pranjal Sharma 17 Risk Assessment and Cybersecurity Strategies for Agricultural Systems 203 Keerthna. G., C. Jayamala and B. Lavaraju 18 Blockchain Technology for Traceability and Security in Agri-Food Supply Chains 215 Shalini. R., U. Marimuthu and Anju Mohan 19 Policy and Regulatory Frameworks for Secure Digital Agriculture 227 Shalini. R., Anju Mohan and U. Marimuthu 20 Case Studies of Smart Farming Implementations and Security Solutions 239 Mihir Harishbhai Rajyaguru, Anurag Shrivastava, R.V.S. Praveen, Hari Krishna Vemuri, Sriharsha Sista and Ramy Riad Al-Fatlawy 21 Sustainable Agriculture and Environmental Impacts of Digital Technologies 253 Keerthna. G., B. Lavaraju and C. Jayamala 22 Future Directions and Challenges in Smart Agriculture and Cybersecurity 265 Anurag Shrivastava, R.V.S. Praveen, Hari Krishna Vemuri, Satya Subramanya Sai Ram Gopal Peri, Sriharsha Sista and Montater Muhsn Hasan References 275 About the Editors 277 Index 279
List of Figures xv List of Tables xix Preface xxi 1 A Critical Review of Ethical Challenges in the Use of Deep Learning, Blockchain, and Big Data in Agriculture 1 Kirti Nahak, Anurag Shrivastava, Sheela Hundekari, Qasem AlAttaby, Lavish Kansal and Saloni Bansal 2 Agriculture Supply Chain Management System Using Blockchain 15 Harshvardhan Chunawala, Mohammed Ihsan, R.V.S. Praveen, Nandini Shirish Boob, H. Pal Thethi and Arti Badhoutiya 3 Crop Product Health Management System Using DL, Precision Irrigation System Using Internet of Things and DL/ML 27 Anurag Shrivastava, Sheela Hundekari, R.V.S. Praveen, Haideer Alabdeli, Vikrant Vasant Labde and Saloni Bansal 4 Soil Nutrient Analysis and Optimization Using DL/ML Techniques 39 S. Selvaraju, S. Thangamayan, Sornalakshmi R.R. and Krishnamoorthy S. 5 Weather Forecasting and Crop Yield Prediction Using AI/ML Models 51 S. Thangamayan, Murugan Ramu and S. Selvaraju 6 Fertilizer Quality Ensure Certification Using Blockchain 65 Harshvardhan Chunawala, Raed Alfilh, Nandini Shirish Boob, Manish Gupta, Vamsi Krishna Chidipothu and Rishabh Chaturvedi 7 Leaf Health Classification Using Deep Learning and Machine Learning Approaches 77 Kireet Muppavaram, P. Jyothi, Diana George, Ajith Sundaram, Sivaram Murugan and V. Porkodi 8 Pest Detection in Plants Using Advanced Deep Learning Techniques 89 Kayal Padmanandam, Shravan M. B., Y. Divya, Ajith Sundaram, S. Athinarayanan and Kavitha Ramachandran 9 A Technological Turn in Agriculture: Digital Pathways and Innovations 101 Padmapriya S.S., C. Jayamala and B. Lavaraju 10 Smart Crop Health Monitoring and Precision Irrigation with IoT-Driven Systems 115 Prem Kumar Sholapurapu, Raami Riadhusin, R.V.S. Praveen, Nandini Shirish Boob, Navdeep Singh and Jitendra Gudainiyan 11 Integrating IoT, Sensors, and Machine Learning for Enhancing Crop Yield and Irrigation Efficiency Systems 127 Kunal Dhaku Jadhav 12 Introduction to Digital Transformation in Agriculture: Trends and Opportunities 141 Dilip R., Kusumadevi G. H., Ravi Kumar H. C., Mahadev S., Sowbhagya M. P. and Raveendra Kumar T. H. 13 Smart Farming Technologies: IoT, Sensors, and Data Analytics 155 Dilip R., Nishchitha M. H., Mallika Talikoti, Kalpavi C.Y., Harshini Veronica Deepak Balaraj and Tejashwini N. 14 Artificial Intelligence and Machine Learning Applications in Precision Agriculture 167 Charanjeet Singh, R.V.S. Praveen, Hari Krishna Vemuri, Satya Subramanya Sai Ram Gopal Peri, Anurag Shrivastava and Saif O. Husain 15 Big Data and Cloud Computing for Agricultural Decision Support 179 Shikhar Sharma 16 Cybersecurity Threats in Digital Agriculture: An Emerging Concern 191 Pranjal Sharma 17 Risk Assessment and Cybersecurity Strategies for Agricultural Systems 203 Keerthna. G., C. Jayamala and B. Lavaraju 18 Blockchain Technology for Traceability and Security in Agri-Food Supply Chains 215 Shalini. R., U. Marimuthu and Anju Mohan 19 Policy and Regulatory Frameworks for Secure Digital Agriculture 227 Shalini. R., Anju Mohan and U. Marimuthu 20 Case Studies of Smart Farming Implementations and Security Solutions 239 Mihir Harishbhai Rajyaguru, Anurag Shrivastava, R.V.S. Praveen, Hari Krishna Vemuri, Sriharsha Sista and Ramy Riad Al-Fatlawy 21 Sustainable Agriculture and Environmental Impacts of Digital Technologies 253 Keerthna. G., B. Lavaraju and C. Jayamala 22 Future Directions and Challenges in Smart Agriculture and Cybersecurity 265 Anurag Shrivastava, R.V.S. Praveen, Hari Krishna Vemuri, Satya Subramanya Sai Ram Gopal Peri, Sriharsha Sista and Montater Muhsn Hasan References 275 About the Editors 277 Index 279
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