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biswas anupam (curatore); kalayci can b. (curatore); mirjalili seyedali (curatore) - advances in swarm intelligence

Advances in Swarm Intelligence Variations and Adaptations for Optimization Problems

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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Springer

Pubblicazione: 10/2023
Edizione: 1st ed. 2023





Trama

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. 




Sommario

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.










Altre Informazioni

ISBN:

9783031098376

Condizione: Nuovo
Collana: Studies in Computational Intelligence
Dimensioni: 235 x 155 mm
Formato: Brossura
Illustration Notes:IX, 419 p. 115 illus., 72 illus. in color.
Pagine Arabe: 419
Pagine Romane: ix


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