Swarm Intelligence

Foundation, Principles, and Engineering Applications

AvAbhishek Sharma,Abhinav Sharma

Häftad, Engelska, 2024

Del i serien Mathematical Engineering, Manufacturing, and Management Sciences

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Beskrivning

Swarm intelligence is one of the fastest growing subfields 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 analyse 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.

Produktinformation

Utgivningsdatum:2024-10-04
Mått:156 x 234 x 8 mm
Vikt:240 g
Format:Häftad
Språk:Engelska
Serie:Mathematical Engineering, Manufacturing, and Management Sciences
Antal sidor:126
Förlag:Taylor & Francis Ltd
ISBN:9780367546625

Utforska kategorier

Systemvetenskap och AI inom Data och IT
Artificiell intelligens inom Data och IT
Tillverkningsteknik inom Naturvetenskap och teknik

Mer om författaren

Abhishek Sharma received the bachelor’s degree in Electronics and Communication Engineering from ITM-Gwalior, India, in 2012, and the master’s degree in Robotics Engineering from the University of Petroleum and Energy Studies (UPES), Dehradun, India, in 2014. He was a Senior Research Fellow in a DST funded project under the Technology Systems Development Scheme. He was an Assistant Professor with the Department of Electronics and Instrumentation, UPES. He is working as a research scientist in research and development department, UPES. His research interests include embedded system, optimization, swarm intelligence and roboticsAbhinav Sharma received his B. Tech from H. N. B. Garhwal University, Srinagar, India, in 2009 and the M. Tech from Govind Ballabh Pant University of Agriculture and Technology, Pantnagar, India, in 2011. He did his Ph. D. from Govind Ballabh Pant University of Agriculture and Technology, Pantnagar, India, in 2016. He is working as an Assistant Professor (Senior Scale) in the Department of Electrical and Electronics Engineering in University of Petroleum and Energy Studies, Dehradun. His field of interest includes adaptive array signal processing, Artificial Intelligence, and Machine Learning, Optimization Techniques and smart antennaJitendra Kumar Pandey was born in Bakeware, Uttar Pradesh, India. He received his BSc (Biochemistry, 1996) and MSc (Organic Chemistry, 1998), from the University of Kanpur, India. He has received is Ph.D. degree from National Chemical Laboratory Pune, in the area of polymer science and his thesis title was "Degradability of Polymer Composites from Renewable Resources". He worked as business development manager-International Business SRL Ranbaxy Ltd., Andheri-East, India. He is working as a Professor and Dean School of Basic & Applied Science, Adamas University, West Bengal, India. His area of expertise is Polymer nanocomposites, Bio-composites, Natural Nano-particles, Water treatment.Mangey Ram received the Ph.D. degree major in Mathematics and minor in Computer Science from G. B. Pant University of Agriculture and Technology, Pantnagar, India. He has been a Faculty Member for around twelve years and has taught several core courses in pure and applied mathematics at undergraduate, postgraduate, and doctorate levels. He is currently a Research Professor at Graphic Era (Deemed to be University), Dehradun, India. Before joining the Graphic Era, he was a Deputy Manager (Probationary Officer) with Syndicate Bank for a short period. He is Editor-in-Chief of the International Journal of Mathematical, Engineering and Management Sciences, Book Series Editor with Elsevier, CRC Press-A Taylor, and Frances Group, De Gruyter Publisher Germany, River Publisher, USA and the Guest Editor & Member of the editorial board of various journals. He has published 225 plus research publications in IEEE, Taylor & Francis, Springer, Elsevier, Emerald, World Scientific, and many other national and international journals and conferences. His fields of research are reliability theory and applied mathematics. Dr. Ram is a Senior Member of the IEEE, life member of Operational Research Society of India, Society for Reliability Engineering, Quality and Operations Management in India, Indian Society of Industrial and Applied Mathematics, He has been a member of the organizing committee of several international and national conferences, seminars, and workshops. He has been conferred with the "Young Scientist Award" by the Uttarakhand State Council for Science and Technology, Dehradun, in 2009. He has been awarded the "Best Faculty Award" in 2011; "Research Excellence Award" in 2015; and recently "Outstanding Researcher Award" in 2018 for his significant contribution to academics and research at Graphic Era Deemed to be University, Dehradun, India.

Innehållsförteckning

1. Swarm Intelligence: Review, Perspective and Challenges. 2. Theory to Practice in PSO. 3. Survey on New Swarm Intelligence Algorithms. 4. Engineering Applications of Swarm Intelligence. 5. Swarm Intelligence Applications in Machine Learning.