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Handbook of Swarm Intelligence: Concepts, Principles and Applications: Adaptation, Learning, and Optimization, cartea 8

Editat de Bijaya Ketan Panigrahi, Yuhui Shi, Meng-Hiot Lim
en Limba Engleză Hardback – 19 ian 2011
From nature, we observe swarming behavior in the form of ant colonies, bird flocking, animal herding, honey bees, swarming of bacteria, and many more.  It is only in recent years that researchers have taken notice of such natural swarming systems as culmination of some form of innate collective intelligence, albeit swarm intelligence (SI) - a metaphor that inspires a myriad of computational problem-solving techniques.  In computational intelligence, swarm-like algorithms have been successfully applied to solve many real-world problems in engineering and sciences. This handbook volume serves as a useful foundational as well as consolidatory state-of-art collection of articles in the field from various researchers around the globe.  It has a rich collection of contributions pertaining to the theoretical and empirical study of single and multi-objective variants of swarm intelligence based algorithms like particle swarm optimization (PSO), ant colony optimization (ACO), bacterial foraging optimization algorithm (BFOA), honey bee social foraging algorithms, and harmony search (HS).  With chapters describing various applications of SI techniques in real-world engineering problems, this handbook can be a valuable resource for researchers and practitioners, giving an in-depth flavor of what SI is capable of achieving.
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Specificații

ISBN-13: 9783642173899
ISBN-10: 3642173896
Pagini: 556
Ilustrații: XII, 544 p.
Dimensiuni: 155 x 235 x 30 mm
Greutate: 0.91 kg
Ediția:2011
Editura: Springer Berlin, Heidelberg
Colecția Springer
Seria Adaptation, Learning, and Optimization

Locul publicării:Berlin, Heidelberg, Germany

Public țintă

Research

Cuprins

Part A: Particle Swarm Optimization.- Part B: Bee Colony Optimization.- Part C: Ant  Colony Optimization.-Part D: Other Swarm Techniques.

Textul de pe ultima copertă

From nature, we observe swarming behavior in the form of ant colonies, bird flocking, animal herding, honey bees, swarming of bacteria, and many more.  It is only in recent years that researchers have taken notice of such natural swarming systems as culmination of some form of innate collective intelligence, albeit swarm intelligence (SI) - a metaphor that inspires a myriad of computational problem-solving techniques.  In computational intelligence, swarm-like algorithms have been successfully applied to solve many real-world problems in engineering and sciences. This handbook volume serves as a useful foundational as well as consolidatory state-of-art collection of articles in the field from various researchers around the globe.  It has a rich collection of contributions pertaining to the theoretical and empirical study of single and multi-objective variants of swarm intelligence based algorithms like particle swarm optimization (PSO), ant colony optimization (ACO), bacterial foraging optimization algorithm (BFOA), honey bee social foraging algorithms, and harmony search (HS).  With chapters describing various applications of SI techniques in real-world engineering problems, this handbook can be a valuable resource for researchers and practitioners, giving an in-depth flavor of what SI is capable of achieving.

Caracteristici

Comprehensive study of both theoretical and algorithmic analysis of swarm intelligence techniques. Provides real-world applications of SI techniques Written by leading experts in this field