Chandrasekar Vuppalapati Vuppalapati Artificial Intelligence and Heuristics for Enhanced Food Security

Artificial Intelligence and Heuristics for Enhanced Food Security

von Chandrasekar Vuppalapati

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Beschreibung

This book introduces readers to advanced data science techniques for signal mining in connection with agriculture. It shows how to apply heuristic modeling to improve farm-level efficiency, and how to use sensors and data intelligence to provide closed-loop feedback, while also providing recommendation techniques that yield actionable insights.

The book also proposes certain macroeconomic pricing models, which data-mine macroeconomic signals and the influence of global economic trends on small-farm sustainability to provide actionable insights to farmers, helping them avoid financial disasters due to recurrent economic crises.

The book is intended to equip current and future software engineering teams and operations research experts with the skills and tools they need in order to fully utilize advanced data science, artificial intelligence, heuristics, and economic models to develop software capabilities that help to achieve sustained food security for future generations.



This book introduces readers to advanced data science techniques for signal mining in connection with agriculture. It shows how to apply heuristic modeling to improve farm-level efficiency, and how to use sensors and data intelligence to provide closed-loop feedback, while also providing recommendation techniques that yield actionable insights.

The book also proposes certain macroeconomic pricing models, which data-mine macroeconomic signals and the influence of global economic trends on small-farm sustainability to provide actionable insights to farmers, helping them avoid financial disasters due to recurrent economic crises.

The book is intended to equip current and future software engineering teams and operations research experts with the skills and tools they need in order to fully utilize advanced data science, artificial intelligence, heuristics, and economic models to develop software capabilities that help to achieve sustained food security for future generations.


Presents heuristics and mathematical optimization techniques to address supply-chain and food production issues Introduces machine learning, artificial intelligence, and data science techniques Proposes macroeconomic and agricultural economics data science techniques to ensure small farms' economic sustainability

Autor*in

Chandrasekar Vuppalapati

Themen in »Artificial Intelligence and Heuristics for Enhanced Food Security«

Heuristics Constrained Modeling Mathematical Optimization Techniques Artificial Intelligence Internet of Things, Sensors, Bluetooth Pricing Models Agricultural Economics Supervised Analytics Unsupervised analytics NLP Analytics Food Security

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Details

ISBN: 9783031087455
Verlag: Springer International Publishing
Erscheinung: 18.09.2023

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