Advances in Swarm Intelligence

Variations and Adaptations for Optimization Problems

Anupam Biswas, Can B. Kalayci, Seyedali Mirjalili (Herausgeber)

Buch | Hardcover

IX, 419 Seiten

2022 | 1st ed. 2023
Springer International Publishing (Verlag)
978-3-031-09834-5 (ISBN)

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Swarm Intelligence (SI) has grown significantly, both from the perspective of algorithmic development and applications covering almost all disciplines science and technology. This book emphasizes the studies of existing SI techniques, their variants and applications. The book also contains reviews of new developments in SI techniques and hybridizations. Algorithm specific studies covering basic introduction and analysis of key components of these algorithms, such as convergence, balance of solution accuracy, computational costs, tuning and control of parameters. Application specific studies incorporating the ways of designing objective functions, solution representation and constraint handling. The book also includes studies on application domain specific adaptations in the SI techniques. The book will be beneficial for academicians and researchers from various disciplines of engineering and science working in applications of SI and other optimization problems.

A Brief Tutorial on Optimization Problems, Optimization Algorithms, Meta-heuristics, and Swarm Intelligence.- Introductory Review of Swarm Intelligence Techniques.- Swarm Intelligence for Deep Learning: Concepts, Challenges and Recent Trends.- Advances on Particle Swarm Optimization in Solving Discrete Optimization Problems.- Performance Analysis of Hybrid Memory Based Dragonfly Algorithm in Engineering Problems.

Erscheinungsdatum	05.10.2022
Reihe/Serie	Studies in Computational Intelligence
Zusatzinfo	IX, 419 p. 115 illus., 72 illus. in color.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Gewicht	805 g
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
Themenwelt	Technik
Schlagworte	Computational Intelligence • Metaheuristics • Nature-inspired Computation • Optimization • Swarm intelligence
ISBN-10	3-031-09834-X / 303109834X
ISBN-13	978-3-031-09834-5 / 9783031098345
Zustand	Neuware