{"product_id":"computer-vision-in-smart-agriculture-and-crop-management-hardback-9781394186297","title":"Computer Vision in Smart Agriculture and Crop Management (Hardback) 9781394186297","description":"\u003cfont face=\"Georgia\"\u003e\r\n\u003cp\u003e\u003cfont size=\"6\"\u003eComputer Vision in Smart Agriculture and Crop Management\u003c\/font\u003e\u003cbr\u003e\r\n\r\n\r\n\r\n\r\n\r\n\u003c\/p\u003e\n\u003cp\u003e\u003cfont size=\"4\"\u003eRajesh Kumar Dhanaraj (Edited by), Dhanaraj (Author), Balamurugan Balusamy (Edited by), Prithi Samuel (Edited by), Malathy Sathyamoorthy (Edited by), Ali Kashif Bashir (Edited by)\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e9781394186297, Wiley\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eHardback, published 29 November 2024\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e400 pages\u003cbr\u003e22.9 x 15.2 x 2.5 cm, 0.857 kg\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\r\n\r\n\r\n\u003cp align=\"justify\"\u003e\u003cstrong\u003e\u003cfont size=\"3\"\u003e\u003cp\u003e\u003cb\u003eThis book is essential for anyone interested in understanding how smart agriculture, utilizing information and technology such as computer vision and deep learning, can revolutionize agriculture productivity, resolve ongoing concerns, and enhance economic and general effectiveness in farming.\u003c\/b\u003e \u003c\/p\u003e\n\u003cp\u003eThe need for a reliable food supply has driven the development of smart agriculture, which leverages technology to assist farmers, especially in remote areas. A key component is computer vision (CV) technology, which, combined with deep learning, can manage agricultural productivity and enhance automation systems for improved efficiency and cost-effectiveness. Automation in agriculture ensures benefits like reduced costs, high performance, and accuracy. Aerial imaging and high-throughput research enable effective crop monitoring and management. Computer vision and AI models aid in detecting plant health, impurities, and pests, supporting sustainable farming. This book explores using CV and AI to develop smart agriculture through deep learning, data mining, and intelligent applications.\u003c\/p\u003e\u003c\/font\u003e\u003c\/strong\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e\u003cp\u003ePreface xxi\u003c\/p\u003e \u003cp\u003e\u003cb\u003e1 Computer Vision-Based Innovations for Smart Agriculture and Crop Surveillance: Evolution, Trends, and Future Challenges 1\u003cbr\u003e \u003c\/b\u003e\u003ci\u003eM. Nalini and B. Yoga Bhuvaneswari\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e1.1 Introduction 2\u003c\/p\u003e \u003cp\u003e1.2 Artificial Intelligence in Agriculture 3\u003c\/p\u003e \u003cp\u003e1.3 Evolution of Smart Agriculture 5\u003c\/p\u003e \u003cp\u003e1.4 AI Technology Trends in Computer Vision 10\u003c\/p\u003e \u003cp\u003e1.5 Benefits of Artificial Intelligence in Agriculture 10\u003c\/p\u003e \u003cp\u003e1.6 Precision Farming 14\u003c\/p\u003e \u003cp\u003e1.7 Future Challenges 15\u003c\/p\u003e \u003cp\u003e1.8 Conclusion 21\u003c\/p\u003e \u003cp\u003eReferences 22\u003c\/p\u003e \u003cp\u003e\u003cb\u003e2 Cyber Biosecurity Solutions for Protecting Smart Agriculture and Precision Farming 25\u003cbr\u003e \u003c\/b\u003e\u003ci\u003eBalakesava Reddy Parvathala and Srinivas Kolli\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e2.1 Introduction 26\u003c\/p\u003e \u003cp\u003e2.2 Cyber-Attacks on SF and PA 28\u003c\/p\u003e \u003cp\u003e2.3 Network and Related Equipment Attacks 30\u003c\/p\u003e \u003cp\u003e2.4 Security Threats to SF and PA Using the Cyber-Kill-Chain (CKC) Taxonomy 32\u003c\/p\u003e \u003cp\u003e2.5 The Taxonomy 34\u003c\/p\u003e \u003cp\u003e2.5.1 Threats Pertaining to the Phase of Reconnaissance 34\u003c\/p\u003e \u003cp\u003e2.6 Data Collection 36\u003c\/p\u003e \u003cp\u003e2.7 Vulnerability of the Food and Agricultural System and the Bio Economy 38\u003c\/p\u003e \u003cp\u003e2.8 The APTs in SF and PA 47\u003c\/p\u003e \u003cp\u003e2.9 Challenges in the Implementation of Technologies in the Agricultural Sector 50\u003c\/p\u003e \u003cp\u003e2.10 Open Challenges and Research Areas 51\u003c\/p\u003e \u003cp\u003e2.11 Conclusions 52\u003c\/p\u003e \u003cp\u003eReferences 53\u003c\/p\u003e \u003cp\u003e\u003cb\u003e3 Precision Smart Farming and Cultivation with Virtual Reality\/ Augmented Reality Technology - Applications and Use Cases 57\u003cbr\u003e \u003c\/b\u003e\u003ci\u003eHimani Sharma, Atin Kumar and Rohit Kumar\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e3.1 Introduction 58\u003c\/p\u003e \u003cp\u003e3.2 Advantages of Precision Smart Farming 60\u003c\/p\u003e \u003cp\u003e3.3 Disadvantages of Precision-Smart Farming 63\u003c\/p\u003e \u003cp\u003e3.4 How Could India Benefit from Precision Farming? 64\u003c\/p\u003e \u003cp\u003e3.5 Challenges in Adopting Precision Farming in India 64\u003c\/p\u003e \u003cp\u003e3.6 Cultivation with Virtual Reality\/Augmented Reality Technology 65\u003c\/p\u003e \u003cp\u003e3.7 Benefits of Cultivation with Virtual\/Augmented Reality Technology 65\u003c\/p\u003e \u003cp\u003e3.8 Conclusion 69\u003c\/p\u003e \u003cp\u003e3.9 Summary 69\u003c\/p\u003e \u003cp\u003eReferences 69\u003c\/p\u003e \u003cp\u003e\u003cb\u003e4 Stereo Vision Subsystem and Scene Segmentation Self-Steering Tractors in Smart Agriculture 71\u003cbr\u003e \u003c\/b\u003e\u003ci\u003eDileep Pulugu, Revathy Pulugu, K. Muthumanickam, S. Gopinath and A. Manikandan\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e4.1 Introduction 72\u003c\/p\u003e \u003cp\u003e4.2 Global Positioning System 73\u003c\/p\u003e \u003cp\u003e4.3 Self-Steering Tractors with Vision Have Evolved 74\u003c\/p\u003e \u003cp\u003e4.4 Safety Issues 76\u003c\/p\u003e \u003cp\u003e4.5 The System Architecture of Self-Guiding Tractors 78\u003c\/p\u003e \u003cp\u003e4.6 Basic Modeling 78\u003c\/p\u003e \u003cp\u003e4.7 Building with a Vision 79\u003c\/p\u003e \u003cp\u003e4.8 Path Tracking Control System 80\u003c\/p\u003e \u003cp\u003e4.9 Development of a Tractor-Based Agricultural Row Detection System Using Stereovision 80\u003c\/p\u003e \u003cp\u003e4.10 Creation of a Crop Row Detecting Method Using Stereo Vision 83\u003c\/p\u003e \u003cp\u003e4.11 Stereo Vision for Absolute Localization 87\u003c\/p\u003e \u003cp\u003e4.12 Multi-Vision Methods 89\u003c\/p\u003e \u003cp\u003e4.13 Conclusions 89\u003c\/p\u003e \u003cp\u003eReferences 90\u003c\/p\u003e \u003cp\u003e\u003cb\u003e5 Vision-Based Image Classification and Image Segmentation Algorithms for Plant Disease Diagnostics 93\u003cbr\u003e \u003c\/b\u003e\u003ci\u003eN. Ashokkumar, A. Manikandan, S. Hariprasath and P. Vijayalakshmi\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e5.1 Introduction 94\u003c\/p\u003e \u003cp\u003e5.2 Signs and Symptoms of Plant Disease 95\u003c\/p\u003e \u003cp\u003e5.3 Techniques and Algorithms for Detecting Plant Disease 101\u003c\/p\u003e \u003cp\u003e5.4 Dataset for Diagnosis Plant Disease 103\u003c\/p\u003e \u003cp\u003e5.5 Segmentation 106\u003c\/p\u003e \u003cp\u003e5.6 Classification 109\u003c\/p\u003e \u003cp\u003e5.7 Conclusion 117\u003c\/p\u003e \u003cp\u003eReferences 118\u003c\/p\u003e \u003cp\u003e\u003cb\u003e6 Smart Dust Technology for Monitoring and Control Systems in Smart Agriculture and Crop Surveillance Systems 123\u003cbr\u003e \u003c\/b\u003e\u003ci\u003eM. Yogeshwari and A. Prasanth\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e6.1 Introduction 124\u003c\/p\u003e \u003cp\u003e6.2 Smart Dust Technology in Smart Agriculture 126\u003c\/p\u003e \u003cp\u003e6.3 Precision Agriculture and Its Functional Elements 130\u003c\/p\u003e \u003cp\u003e6.4 Yield Monitoring and Forecast 131\u003c\/p\u003e \u003cp\u003e6.5 Advanced Agricultural Practices 134\u003c\/p\u003e \u003cp\u003e6.6 Conclusion 135\u003c\/p\u003e \u003cp\u003eReferences 136\u003c\/p\u003e \u003cp\u003e\u003cb\u003e7 An Advanced Application of UAV – Drone Technologies in Precision Agriculture for Seed Dropping, Fertilizers and Pesticides Spraying and Field Monitoring 139\u003cbr\u003e \u003c\/b\u003e\u003ci\u003eDaniel Lawrence I., A. Rehash Rushmi Pavitra, Ragupathy Karu and M.P. Saravanan\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e7.1 Introduction 140\u003c\/p\u003e \u003cp\u003e7.2 Irrigation Management 141\u003c\/p\u003e \u003cp\u003e7.3 Seed Dropping 143\u003c\/p\u003e \u003cp\u003e7.4 Pesticide and Fertilizer Spraying System 145\u003c\/p\u003e \u003cp\u003e7.5 Improving Soil Productivity 145\u003c\/p\u003e \u003cp\u003e7.6 Supporting Crop Growth 147\u003c\/p\u003e \u003cp\u003e7.7 Crop Management Strategies 147\u003c\/p\u003e \u003cp\u003e7.8 Increasing Crop Yield 149\u003c\/p\u003e \u003cp\u003e7.9 Preventing Crop Disease 150\u003c\/p\u003e \u003cp\u003e7.10 Predicting Crop Yield 151\u003c\/p\u003e \u003cp\u003e7.11 Conclusion 151\u003c\/p\u003e \u003cp\u003eReferences 152\u003c\/p\u003e \u003cp\u003e\u003cb\u003e8 Cognitive Intelligence and Distributed Computing Systems Applications in Smart Farming 159\u003cbr\u003e \u003c\/b\u003e\u003ci\u003eSangeetha Radhakrishnan and A. Prasanth\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e8.1 Introduction 159\u003c\/p\u003e \u003cp\u003e8.2 Cognitive Intelligence 165\u003c\/p\u003e \u003cp\u003e8.3 Distributed Computing 171\u003c\/p\u003e \u003cp\u003e8.4 Cognitive Intelligence and Distributed Computing in Smart Farming 179\u003c\/p\u003e \u003cp\u003e8.5 Conclusion and Summary 182\u003c\/p\u003e \u003cp\u003eReferences 184\u003c\/p\u003e \u003cp\u003e\u003cb\u003e9 Blockchain-Based Smart Agriculture with the Internet of Things: A Revolutionary Approach in Agriculture and Food Supply Chain 187\u003cbr\u003e \u003c\/b\u003e\u003ci\u003eVasanth R. and Pandian A.\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e9.1 Introduction 188\u003c\/p\u003e \u003cp\u003e9.2 Literature Review 192\u003c\/p\u003e \u003cp\u003e9.3 Methodology 198\u003c\/p\u003e \u003cp\u003e9.4 Blockchain Technology in Agriculture 205\u003c\/p\u003e \u003cp\u003e9.5 Internet of Things in Agriculture 209\u003c\/p\u003e \u003cp\u003e9.6 Integration of Blockchain and IoT in Agriculture 211\u003c\/p\u003e \u003cp\u003e9.7 Case Studies 213\u003c\/p\u003e \u003cp\u003e9.8 Challenges and Future Directions 215\u003c\/p\u003e \u003cp\u003e9.9 Conclusion 216\u003c\/p\u003e \u003cp\u003eReferences 216\u003c\/p\u003e \u003cp\u003e\u003cb\u003e10 Computer Vision Systems in Livestock Farming, Poultry Farming, and Fish Farming: Applications, Use Cases, and Research Directions 221\u003cbr\u003e \u003c\/b\u003e\u003ci\u003eBalasubramaniam S., Vijesh Joe C., A. Prasanth and K. Satheesh Kumar\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e10.1 Introduction 222\u003c\/p\u003e \u003cp\u003e10.2 Smart Agriculture 225\u003c\/p\u003e \u003cp\u003e10.3 Computer Vision 232\u003c\/p\u003e \u003cp\u003e10.4 Primary Computer Vision Techniques 234\u003c\/p\u003e \u003cp\u003e10.5 Computer Vision-Based Systems in Livestock Farming, Poultry Farming, and Fish Farming 241\u003c\/p\u003e \u003cp\u003e10.6 Computer Vision Systems for Intelligent Farming: Current Research Challenges 248\u003c\/p\u003e \u003cp\u003e10.7 Conclusion and Future Scope 252\u003c\/p\u003e \u003cp\u003eReferences 255\u003c\/p\u003e \u003cp\u003e\u003cb\u003e11 Forestry Management with AI and Drone Technology – Digital Forestry 259\u003cbr\u003e \u003c\/b\u003e\u003ci\u003eM. Shanthalakshmi, M. Jeevasree, R. Kavitha, V. Madhumathi, S. Mythreye and A. Naafiah Yusra\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e11.1 Introduction 260\u003c\/p\u003e \u003cp\u003e11.2 Drone Technology 261\u003c\/p\u003e \u003cp\u003e11.3 Drones Employed for Disaster Management 263\u003c\/p\u003e \u003cp\u003e11.4 Drones Equipped with Remote Sensing, GIS and LiDar for Geographical Dispersal Maintenance and Surveillance 271\u003c\/p\u003e \u003cp\u003e11.5 Drones for Livestock Management 277\u003c\/p\u003e \u003cp\u003e11.6 Conclusion 278\u003c\/p\u003e \u003cp\u003eBibliography 279\u003c\/p\u003e \u003cp\u003e\u003cb\u003e12 Drone Application and Use Cases in Smart Agriculture and Crop Surveillance: Future Research Directions 283\u003cbr\u003e \u003c\/b\u003e\u003ci\u003eNilotpal Das, Atin Kumar and Rohit Kumar\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e12.1 Introduction 284\u003c\/p\u003e \u003cp\u003e12.2 Definition of Drones 285\u003c\/p\u003e \u003cp\u003e12.3 Classification of Drones 286\u003c\/p\u003e \u003cp\u003e12.4 Application of Drones in Agriculture 290\u003c\/p\u003e \u003cp\u003e12.5 Agriculture Using Drone Technology 292\u003c\/p\u003e \u003cp\u003e12.6 Drone Use Rules and Regulations in India 296\u003c\/p\u003e \u003cp\u003e12.7 Policy Need 297\u003c\/p\u003e \u003cp\u003e12.8 Another Benefits of Drones in Agriculture 298\u003c\/p\u003e \u003cp\u003e12.9 Drawbacks of Drones in Agriculture 299\u003c\/p\u003e \u003cp\u003e12.10 Drone Agriculture Cost 299\u003c\/p\u003e \u003cp\u003e12.11 Future Research Direction 299\u003c\/p\u003e \u003cp\u003e12.12 Summary 300\u003c\/p\u003e \u003cp\u003eReferences 301\u003c\/p\u003e \u003cp\u003e\u003cb\u003e13 A Comprehensive Study on Machine Vision Techniques for an Automatic Weeding Strategy in Plantations 303\u003cbr\u003e \u003c\/b\u003e\u003ci\u003eManikandan J., Rhikshitha K., Sathya Sudarsen G. S. and Saran J. U.\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e13.1 Introduction 304\u003c\/p\u003e \u003cp\u003e13.2 Related Study 306\u003c\/p\u003e \u003cp\u003e13.3 Methodology 307\u003c\/p\u003e \u003cp\u003e13.4 Experimentation and Analysis 314\u003c\/p\u003e \u003cp\u003e13.5 Conclusion and Future Enhancements 318\u003c\/p\u003e \u003cp\u003eReferences 318\u003c\/p\u003e \u003cp\u003e\u003cb\u003e14 An Effective Study on the Machine Vision-Based Automatic Control and Monitoring in Furrow Irrigation and Precision Irrigation 323\u003cbr\u003e \u003c\/b\u003e\u003ci\u003eManikandan J., Saran J. U., Samitha S. and Rhikshitha K.\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e14.1 Introduction 324\u003c\/p\u003e \u003cp\u003e14.2 Methodology 326\u003c\/p\u003e \u003cp\u003e14.3 Maintenance and Upgrades 333\u003c\/p\u003e \u003cp\u003e14.4 Experimentation and Analysis 334\u003c\/p\u003e \u003cp\u003e14.5 Conclusion and Future Enhancement 337\u003c\/p\u003e \u003cp\u003eReferences 339\u003c\/p\u003e \u003cp\u003e\u003cb\u003e15 Applications in Agriculture for Assessing and Monitoring Soil Using Smart Sensing and Edge Computing 343\u003cbr\u003e \u003c\/b\u003e\u003ci\u003eG. Padmapriya, V. Vennila, Prithi Samuel, Rajesh Kumar Dhanaraj, Balamurugan Balusamy and Malathy Sathyamoorthy\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e15.1 Introduction 344\u003c\/p\u003e \u003cp\u003e15.2 Smart Agriculture Using Smart Sensing and Edge Computing 351\u003c\/p\u003e \u003cp\u003e15.3 IoT-Based Smart Agriculture 354\u003c\/p\u003e \u003cp\u003e15.4 KNN-Based Smart IoT System 357\u003c\/p\u003e \u003cp\u003e15.5 Results and Discussion 361\u003c\/p\u003e \u003cp\u003e15.6 Performance Evaluation 361\u003c\/p\u003e \u003cp\u003e15.7 Conclusion 363\u003c\/p\u003e \u003cp\u003eReferences 364\u003c\/p\u003e \u003cp\u003eIndex 367\u003c\/p\u003e\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eSubject Areas: Agriculture \u0026amp; farming [\u003ca title=\"See our other books on Agriculture \u0026amp; farming\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Agriculture%20\u0026amp;%20farming%20%5BTV%5D%22\"\u003eTV\u003c\/a\u003e]\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003c\/font\u003e","brand":"Wiley-Scrivener","offers":[{"title":"Brand New","offer_id":52433194320152,"sku":"9781394186297","price":156.85,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0730\/2037\/5320\/files\/9781394186297.jpg?v=1784851306","url":"https:\/\/freshlyprintedbooks.co.uk\/products\/computer-vision-in-smart-agriculture-and-crop-management-hardback-9781394186297","provider":"Freshly Printed Books","version":"1.0","type":"link"}