Swarm intelligence: foundation, principles, and engineering applications

"Swarm intelligence is one of the fastest-growing sub-fields of artificial intelligence and soft computing. This field includes multiple optimization algorithms to solve NP-hard problems for which conventional methods are not effective. It inspires researchers in engineering sciences to learn t...

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Bibliographic Details
Main Author: Sharma, Abhishek (Author)
Format: Electronic eBook
Language:English
Published: Boca Raton, FL Abingdon, Oxon CRC Press 2022
Edition:First edition.
Series:Mathematical engineering, manufacturing, and management sciences
Subjects:
Links:https://learning.oreilly.com/library/view/-/9781000529753/?ar
Summary:"Swarm intelligence is one of the fastest-growing sub-fields of artificial intelligence and soft computing. This field includes multiple optimization algorithms to solve NP-hard problems for which conventional methods are not effective. It inspires researchers in engineering sciences to learn theories from nature and incorporate them. Swarm Intelligence: Foundation, Principles, and Engineering Applications provides a comprehensive review of new swarm intelligence techniques and offers practical implementation of Particle Swarm Optimization (PSO) with MATLAB code. The book discusses the statistical analysis of swarm optimization techniques so that researchers can analyze their experiment design. It also includes algorithms in social sectors, oil and gas industries, and recent research findings of new optimization algorithms in the field of engineering describing the implementation in Machine Learning. This book is written for students of engineering, research scientists, and academicians involved in the engineering sciences"--
Item Description:Includes bibliographical references and index. - Description based on print version record and CIP data provided by publisher
Physical Description:1 Online-Ressource.
ISBN:9781003090038
1003090036
9781000529746
1000529746
9781000529753
1000529754