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Agriculture 5.0: Artificial Intelligence, IoT & Machine
Learning provides an interdisciplinary, integrative overview of
latest development in the domain of smart farming. It shows how the
traditional farming practices are being enhanced and modified by
automation and introduction of modern scalable technological
solutions that cut down on risks, enhance sustainability, and
deliver predictive decisions to the grower, in order to make
agriculture more productive. An elaborative approach has been used
to highlight the applicability and adoption of key technologies and
techniques such WSN, IoT, AI and ML in agronomic activities ranging
from collection of information, analysing and drawing meaningful
insights from the information which is more accurate, timely and
reliable.It synthesizes interdisciplinary theory, concepts,
definitions, models and findings involved in complex global
sustainability problem-solving, making it an essential guide and
reference. It includes real-world examples and applications making
the book accessible to a broader interdisciplinary readership. This
book clarifies hoe the birth of smart and intelligent agriculture
is being nurtured and driven by the deployment of tiny sensors or
AI/ML enabled UAV's or low powered Internet of Things setups for
the sensing, monitoring, collection, processing and storing of the
information over the cloud platforms. This book is ideal for
researchers, academics, post-graduate students and practitioners of
agricultural universities, who want to embrace new agricultural
technologies for Determination of site-specific crop requirements,
future farming strategies related to controlling of chemical
sprays, yield, price assessments with the help of AI/ML driven
intelligent decision support systems and use of agri-robots for
sowing and harvesting. The book will be covering and exploring the
applications and some case studies of each technology, that have
heavily made impact as grand successes. The main aim of the book is
to give the readers immense insights into the impact and scope of
WSN, IoT, AI and ML in the growth of intelligent digital farming
and Agriculture revolution 5.0.The book also focuses on feasibility
of precision farming and the problems faced during adoption of
precision farming techniques, its potential in India and various
policy measures taken all over the world. The reader can find a
description of different decision support tools like crop
simulation models, their types, and application in PA. Features:
Detailed description of the latest tools and technologies available
for the Agriculture 5.0. Elaborative information for different type
of hardware, platforms and machine learning techniques for use in
smart farming. Elucidates various types of predictive modeling
techniques available for intelligent and accurate agricultural
decision making from real time collected information for site
specific precision farming. Information about different type of
regulations and policies made by all over the world for the
motivation farmers and innovators to invest and adopt the AI and ML
enabled tools and farming systems for sustainable production.
The book is a practical manual which has been created to support
the syllabus of agro-meteorology courses specifically designed for
graduate and post-graduate students. The topics covered in the
manual include working with meteorological instruments for
measurement of various meteorological parameters like temperature,
humidity, sunshine hours, precipitation, etc. Separate chapters
have been included for computation of growing degree days,
agro-climatic zones, crop modelling and agro-advisory services. The
book will have great appeal to students of agriculture,
horticulture, and forestry.
The monograph focuses on agricultural meteorology and climate
change and its impacts on different crops. Comprising of chapters
from experts, the book discusses and provides first-hand
information to the long term shifts in weather patterns and
temperature impacting soil, water and crops. Each chapter focuses
in detail on the impact of plant- water – soil nexus and climate
change on agriculture and food security. Covering the basic
concepts about the temperature, pressure and humidity correlation
with the increased demands of food, the book explores in detail the
impact of adverse climatic conditions like drought, floods,
increasing levels of carbon dioxide emissions and other
simultaneous effects like soil fertility depletion on the cropping
systems and overall crop productivity. The book touches the
challenges of climate change, adaptive methods, mitigation
strategies, with careful explanation of governance, plans and
policies required to provide guidelines to stake holders so they
can best prepare for the negative climate change impacts. While
touching the agricultural challenges faced globally due to climate
change, the book serves as a reference book for students,
researchers and policy makers, involved in horticulture,
agriculture and environmental sciences and climate change.
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