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Roheet Bhatnagar - The Digital Agricultural Revolution: Innovations and Challenges in Agriculture through Technology Disruptions

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Roheet Bhatnagar The Digital Agricultural Revolution: Innovations and Challenges in Agriculture through Technology Disruptions

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THE DIGITAL AGRICULTURAL REVOLUTION

The book integrates computational intelligence, applied artificial intelligence, and modern agricultural practices and will appeal to scientists, agriculturists, and those in plant and crop science management.

There is a need for synergy between the application of modern scientific innovation in the area of artificial intelligence and agriculture, considering the major challenges from climate change consequences viz. rising temperatures, erratic rainfall patterns, the emergence of new crop pests, drought, flood, etc. This volume reports on high-quality research (theory and practice including prototype & conceptualization of ideas, frameworks, real-world applications, policy, standards, psychological concerns, case studies, and critical surveys) on recent advances toward the realization of the digital agriculture revolution as a result of the convergence of different disruptive technologies.

The book touches upon the following topics which have contributed to revolutionizing agricultural practices.

  • Applications of Artificial Intelligence in Agriculture (AI models and architectures, system design, real-world applications of AI, machine learning and deep learning in the agriculture domain, integration & coordination of systems and issues & challenges).
  • IoT and Big Data Analytics Applications in Agriculture (theory & architecture and the use of various types of sensors in optimizing agriculture resources and final product, benefits in real-time for crop acreage estimation, monitoring & control of agricultural produce).
  • Robotics & Automation in Agriculture Systems (Automation challenges, need and recent developments and real case studies).
  • Intelligent and Innovative Smart Agriculture Applications (use of hybrid intelligence in better crop health and management).
  • Privacy, Security, and Trust in Digital Agriculture (government framework & policy papers).
  • Open Problems, Challenges, and Future Trends.

Audience

Researchers in computer science, artificial intelligence, electronics engineering, agriculture automation, crop management, and science.

Roheet Bhatnagar: author's other books


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Scrivener Publishing 100 Cummings Center Suite 541J Beverly MA 01915-6106 - photo 1

Scrivener Publishing

100 Cummings Center, Suite 541J

Beverly, MA 01915-6106

Publishers at Scrivener

Martin Scrivener ()

Phillip Carmical ()

The Digital Agricultural Revolution
Innovations and Challenges in Agriculture through Technology Disruptions

Edited by

Roheet Bhatnagar

Nitin Kumar Tripathi

Nitu Bhatnagar

and

Chandan Kumar Panda

This edition first published 2022 by John Wiley Sons Inc 111 River Street - photo 2

This edition first published 2022 by John Wiley & Sons, Inc., 111 River Street, Hoboken, NJ 07030, USA and Scrivener Publishing LLC, 100 Cummings Center, Suite 541J, Beverly, MA 01915, USA

2022 Scrivener Publishing LLC

For more information about Scrivener publications please visit www.scrivenerpublishing.com.

All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted, in any form or by any means, electronic, mechanical, photocopying, recording, or otherwise, except as permitted by law. Advice on how to obtain permission to reuse material from this title is available at http://www.wiley.com/go/permissions.

Wiley Global Headquarters

111 River Street, Hoboken, NJ 07030, USA

For details of our global editorial offices, customer services, and more information about Wiley products visit us at www.wiley.com.

Limit of Liability/Disclaimer of Warranty

While the publisher and authors have used their best efforts in preparing this work, they make no representations or warranties with respect to the accuracy or completeness of the contents of this work and specifically disclaim all warranties, including without limitation any implied warranties of merchant-ability or fitness for a particular purpose. No warranty may be created or extended by sales representatives, written sales materials, or promotional statements for this work. The fact that an organization, website, or product is referred to in this work as a citation and/or potential source of further information does not mean that the publisher and authors endorse the information or services the organization, website, or product may provide or recommendations it may make. This work is sold with the understanding that the publisher is not engaged in rendering professional services. The advice and strategies contained herein may not be suitable for your situation. You should consult with a specialist where appropriate. Neither the publisher nor authors shall be liable for any loss of profit or any other commercial damages, including but not limited to special, incidental, consequential, or other damages. Further, readers should be aware that websites listed in this work may have changed or disappeared between when this work was written and when it is read.

Library of Congress Cataloging-in-Publication Data

ISBN 978-1-119-82333-9

Cover image: Pixabay.Com

Cover design by Russell Richardson

Set in size of 11pt and Minion Pro by Manila Typesetting Company, Makati, Philippines

Printed in the USA

10 9 8 7 6 5 4 3 2 1

Preface

The practice of agriculture began in ancient civilizations and farmers have always contributed to nation-building by growing produce to feed an ever-growing population. Moreover, agriculture is the foundation of an economy, providing livelihoods for millions of farmers. Therefore, there is a need for synergy between application of modern scientific innovation in the area of artificial intelligence (AI) and agriculture, while taking into consideration the major challenge brought on by climate change, viz., rising temperatures, erratic rainfall patterns, emergence of new crop pests, droughts, floods, etc. The intent of this edited volume is to report high-quality research (practical theory, including prototype and conceptualization of ideas, frameworks, real-world applications, policies, standards, psychological concerns, case studies and critical surveys) on recent advances toward the realization of a digital agricultural revolution resulting from the convergence of different disruptive technologies.

This book highlights the latest achievements in the field of modern agriculture, which is highly driven by technology and aimed at sustainable agriculture. In it is a collection of original contributions by researchers/ academicians from across the globe regarding state-of-the-art solutions using newer methods to enhance and improve crops for smart agriculture. These solutions are arrived at by various means, as indicated in the topics covered in the twenty chapters described below.

  • presents an overview of how AI helps to increase socio-economic and environmental sustainability in the Indian agricultural sector. It also highlights the AI practices incorporated by farmers in India with small and medium-sized agricultural lands.
  • describes the high efficacy of using remote sensing images and neural network models to generate accurate crop yield maps and offers proof of the significant superiority of neural network models over conventional methods.
  • discusses the use of intelligent irrigation systems, which have recently gained importance in terms of efficient cultivation of plants and the correct use of Earths water. The use of machine learning and control methods in plant growth modeling and irrigation systems is also explained. The chapter ends with a discussion of current problems along with possible future implementation of new approaches to solve them.
  • provides insight into the opportunities presented by the use of robots in agriculture, known as agribots, and focuses on the advancements in different types of agribots in terms of sensing, mobility, path planning, and manipulation. It also talks about the status and progress of robots in Indian agriculture, concentrating on Indian-based robotic startups and case studies involving the use of robots in harvesting crops along with the challenges faced when deploying robots in the field.
  • delves into the Colombian palm oil (PO) industry. The contribution of this study is twofold: First, it provides a more comprehensive review of the PO industry technology literature based on Scopus and Clarivate Analytics, using the reporting checklist of preferred reporting items for systematic reviews and meta-analyses (PRISMA). Second, as far as the authors know, this is one of the first studies to address the technological solutions applied by Colombias PO producers and aims to help fill this research gap.
  • presents a case on smart agriculture and discusses intelligent agriculture in a greenhouse-based multi-agent system (MAS), which is made up of several agents located in an environment that interact according to some defined relationships. In this work, each part of the greenhouse environment is represented by one or more agent, with each agent coordinating with other agents to achieve set goals. In addition, it discusses the society of agents in which two types of agents can be found: 1) reactive agents characterized by simple behavior, whose mission it is to perform tasks that do not require intelligent reasoning, and 2) cognitive or intelligent agents, which are tasked with performing more complex missions and require reasoning to make good decisions.
  • is a study on the use of automatic and intelligent methods in the management of irrigation of agricultural land. Among these technologies are artificial intelligence and the Internet of Things (IoT), which are used to optimize the management of irrigation water in agricultural lands. The elements of the agricultural system and its environment are presented by things in direct contact with each other by relying on information and communication technology (ICT).
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