{"product_id":"agricultural-informatics-9781119768845","title":"Agricultural Informatics","description":"\u003cb\u003eBook Synopsis\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eTable of Contents\u003c\/b\u003e\u003cbr\u003e\u003cp\u003ePreface xiii\u003c\/p\u003e \u003cp\u003e\u003cb\u003e1 A Study on Various Machine Learning Algorithms and Their Role in Agriculture 1\u003c\/b\u003e\u003cbr\u003e\u003ci\u003eKalpana Rangra and Amitava Choudhury\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e1.1 Introduction 1\u003c\/p\u003e \u003cp\u003e1.2 Conclusions 9\u003c\/p\u003e \u003cp\u003e\u003cb\u003e2 Smart Farming Using Machine Learning and IoT 13\u003c\/b\u003e\u003cbr\u003e\u003ci\u003eAlo Sen, Rahul Roy and Satya Ranjan Dash\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e2.1 Introduction 14\u003c\/p\u003e \u003cp\u003e2.2 Related Work 15\u003c\/p\u003e \u003cp\u003e2.3 Problem Identification 22\u003c\/p\u003e \u003cp\u003e2.4 Objective Behind the Integrated Agro-IoT System 23\u003c\/p\u003e \u003cp\u003e2.5 Proposed Prototype of the Integrated Agro-IoT System 23\u003c\/p\u003e \u003cp\u003e2.6 Hardware Component Requirement for the Integrated Agro-IoT System 26\u003c\/p\u003e \u003cp\u003e2.7 Comparative Study Between Raspberry Pi vs Beaglebone Black 30\u003c\/p\u003e \u003cp\u003e2.8 Conclusions 31\u003c\/p\u003e \u003cp\u003e2.9 Future Work 32\u003c\/p\u003e \u003cp\u003e\u003cb\u003e3 Agricultural Informatics vis-à-vis Internet of Things (IoT): The Scenario, Applications and Academic Aspects--International Trend \u0026amp; Indian Possibilities 35\u003c\/b\u003e\u003cbr\u003e\u003ci\u003eP.K. Paul\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e3.1 Introduction 36\u003c\/p\u003e \u003cp\u003e3.2 Objectives 36\u003c\/p\u003e \u003cp\u003e3.3 Methods 37\u003c\/p\u003e \u003cp\u003e3.4 Agricultural Informatics: An Account 37\u003c\/p\u003e \u003cp\u003e3.5 Agricultural Informatics \u0026amp; Technological Components: Basics \u0026amp; Emergence 40\u003c\/p\u003e \u003cp\u003e3.6 IoT: Basics and Characteristics 41\u003c\/p\u003e \u003cp\u003e3.7 IoT: The Applications \u0026amp; Agriculture Areas 43\u003c\/p\u003e \u003cp\u003e3.8 Agricultural Informatics \u0026amp; IoT: The Scenario 45\u003c\/p\u003e \u003cp\u003e3.9 IoT in Agriculture: Requirement, Issues \u0026amp; Challenges 49\u003c\/p\u003e \u003cp\u003e3.10 Development, Economy and Growth: Agricultural Informatics Context 50\u003c\/p\u003e \u003cp\u003e3.11 Academic Availability and Potentiality of IoT in Agricultural Informatics: International Scenario \u0026amp; Indian Possibilities 51\u003c\/p\u003e \u003cp\u003e3.12 Suggestions 60\u003c\/p\u003e \u003cp\u003e3.13 Conclusion 60\u003c\/p\u003e \u003cp\u003e\u003cb\u003e4 Application of Agricultural Drones and IoT to Understand Food Supply Chain During Post COVID-19 67\u003c\/b\u003e\u003cbr\u003e\u003ci\u003ePushan Kumar Dutta and Susanta Mitra\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e4.1 Introduction 68\u003c\/p\u003e \u003cp\u003e4.2 Related Work 69\u003c\/p\u003e \u003cp\u003e4.3 Smart Production With the Introduction of Drones and IoT 72\u003c\/p\u003e \u003cp\u003e4.4 Agricultural Drones 75\u003c\/p\u003e \u003cp\u003e4.5 IoT Acts as a Backbone in Addressing COVID-19 Problems in Agriculture 77\u003c\/p\u003e \u003cp\u003e4.6 Conclusion 81\u003c\/p\u003e \u003cp\u003e\u003cb\u003e5 IoT and Machine Learning-Based Approaches for Real Time Environment Parameters Monitoring in Agriculture: An Empirical Review 89\u003c\/b\u003e\u003cbr\u003e\u003ci\u003eParijata Majumdar and Sanjoy Mitra\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e5.1 Introduction 90\u003c\/p\u003e \u003cp\u003e5.2 Machine Learning (ML)-Based IoT Solution 90\u003c\/p\u003e \u003cp\u003e5.3 Motivation of the Work 91\u003c\/p\u003e \u003cp\u003e5.4 Literature Review of IoT-Based Weather and Irrigation Monitoring for Precision Agriculture 91\u003c\/p\u003e \u003cp\u003e5.5 Literature Review of Machine Learning-Based Weather and Irrigation Monitoring for Precision Agriculture 92\u003c\/p\u003e \u003cp\u003e5.6 Challenges 112\u003c\/p\u003e \u003cp\u003e5.7 Conclusion and Future Work 113\u003c\/p\u003e \u003cp\u003e\u003cb\u003e6 Deep Neural Network-Based Multi-Class Image Classification for Plant Diseases 117\u003c\/b\u003e\u003cbr\u003e\u003ci\u003eAlok Negi, Krishan Kumar and Prachi Chauhan\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e6.1 Introduction 117\u003c\/p\u003e \u003cp\u003e6.2 Related Work 119\u003c\/p\u003e \u003cp\u003e6.3 Proposed Work 121\u003c\/p\u003e \u003cp\u003e6.4 Results and Evaluation 124\u003c\/p\u003e \u003cp\u003e6.5 Conclusion 127\u003c\/p\u003e \u003cp\u003e\u003cb\u003e7 Deep Residual Neural Network for Plant Seedling Image Classification 131\u003c\/b\u003e\u003cbr\u003e\u003ci\u003ePrachi Chauhan, Hardwari Lal Mandoria and Alok Negi\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e7.1 Introduction 131\u003c\/p\u003e \u003cp\u003e7.2 Related Work 136\u003c\/p\u003e \u003cp\u003e7.3 Proposed Work 139\u003c\/p\u003e \u003cp\u003e7.4 Result and Evaluation 142\u003c\/p\u003e \u003cp\u003e7.5 Conclusion 144\u003c\/p\u003e \u003cp\u003e\u003cb\u003e8 Development of IoT-Based Smart Security and Monitoring Devices for Agriculture 147\u003c\/b\u003e\u003cbr\u003e\u003ci\u003eHimadri Nath Saha, Reek Roy, Monojit Chakraborty and Chiranmay Sarkar\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e8.1 Introduction 148\u003c\/p\u003e \u003cp\u003e8.2 Background \u0026amp; Related Works 150\u003c\/p\u003e \u003cp\u003e8.3 Proposed Model 155\u003c\/p\u003e \u003cp\u003e8.4 Methodology 160\u003c\/p\u003e \u003cp\u003e8.5 Performance Analysis 165\u003c\/p\u003e \u003cp\u003e8.6 Future Research Direction 166\u003c\/p\u003e \u003cp\u003e8.7 Conclusion 167\u003c\/p\u003e \u003cp\u003e\u003cb\u003e9 An Integrated Application of IoT-Based WSN in the Field of Indian Agriculture System Using Hybrid Optimization Technique and Machine Learning 171\u003c\/b\u003e\u003cbr\u003e\u003ci\u003eAvishek Banerjee, Arnab Mitra and Arindam Biswas\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e9.1 Introduction 172\u003c\/p\u003e \u003cp\u003e9.2 Literature Review 175\u003c\/p\u003e \u003cp\u003e9.3 Proposed Hybrid Algorithms (GA-MWPSO) 177\u003c\/p\u003e \u003cp\u003e9.4 Reliability Optimization and Coverage Optimization Model 179\u003c\/p\u003e \u003cp\u003e9.5 Problem Description 181\u003c\/p\u003e \u003cp\u003e9.6 Numerical Examples, Results and Discussion 182\u003c\/p\u003e \u003cp\u003e9.7 Conclusion 183\u003c\/p\u003e \u003cp\u003e\u003cb\u003e10 Decryption and Design of a Multicopter Unmanned Aerial Vehicle (UAV) for Heavy Lift Agricultural Operations 189\u003c\/b\u003e\u003cbr\u003e\u003ci\u003eRaghuvirsinh Pravinsinh Parmar\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e10.1 Introduction 190\u003c\/p\u003e \u003cp\u003e10.2 History of Multicopter UAVs 192\u003c\/p\u003e \u003cp\u003e10.3 Basic Components of Multicopter UAV 193\u003c\/p\u003e \u003cp\u003e10.4 Working and Control Mechanism of Multicopter UAV 207\u003c\/p\u003e \u003cp\u003e10.5 Design Calculations and Selection of Components 210\u003c\/p\u003e \u003cp\u003e10.6 Conclusion 218\u003c\/p\u003e \u003cp\u003e\u003cb\u003e11 IoT-Enabled Agricultural System Application, Challenges and Security Issues 223\u003c\/b\u003e\u003cbr\u003e\u003ci\u003eHimadri Nath Saha, Reek Roy, Monojit Chakraborty and Chiranmay Sarkar\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e11.1 Introduction 224\u003c\/p\u003e \u003cp\u003e11.2 Background \u0026amp; Related Works 226\u003c\/p\u003e \u003cp\u003e11.3 Challenges to Implement IoT-Enabled Systems 232\u003c\/p\u003e \u003cp\u003e11.4 Security Issues and Measures 240\u003c\/p\u003e \u003cp\u003e11.5 Future Research Direction 243\u003c\/p\u003e \u003cp\u003e11.6 Conclusion 244\u003c\/p\u003e \u003cp\u003e\u003cb\u003e12 Plane Region Step Farming, Animal and Pest Attack Control Using Internet of Things 249\u003c\/b\u003e\u003cbr\u003e\u003ci\u003eSahadev Roy, Kaushal Mukherjee and Arindam Biswas\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e12.1 Introduction 250\u003c\/p\u003e \u003cp\u003e12.2 Proposed Work 254\u003c\/p\u003e \u003cp\u003e12.3 Irrigation Methodology 257\u003c\/p\u003e \u003cp\u003e12.4 Sensor Connection Using Internet of Things 259\u003c\/p\u003e \u003cp\u003e12.5 Placement of Sensor in the Field 263\u003c\/p\u003e \u003cp\u003e12.6 Conclusion 267\u003c\/p\u003e \u003cp\u003eReferences 268\u003c\/p\u003e \u003cp\u003eIndex 271\u003c\/p\u003e","brand":"Wiley","offers":[{"title":"Default Title","offer_id":51039268077911,"sku":"9781119768845","price":143.06,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0817\/1739\/5799\/files\/9781119768845.jpg?v=1750943107","url":"https:\/\/bookcurl.com\/products\/agricultural-informatics-9781119768845","provider":"Book Curl","version":"1.0","type":"link"}