Swarm Intelligence and Bio-Inspired Computation: 7. A Survey of Swarm Algorithms Applied to Discrete Optimization Problems

Swarm Intelligence and Bio-Inspired Computation: 7. A Survey of Swarm Algorithms Applied to Discrete Optimization Problems
ISBN-10
0128068930
ISBN-13
9780128068939
Series
Swarm Intelligence and Bio-Inspired Computation
Category
Computers
Pages
450
Language
English
Published
2013-05-16
Publisher
Elsevier Inc. Chapters
Authors
Jonas Krause, Jelson Cordeiro, Rafael Stubs Parpinelli

Description

Most swarm intelligence algorithms were devised for continuous optimization problems. However, they have been adapted for discrete optimization as well with applications in different domains. This survey aims at providing an updated review of research of swarm intelligence algorithms for discrete optimization problems, comprising combinatorial or binary. The biological inspiration that motivated the creation of each swarm algorithm is introduced, and later, the discretization and encoding methods are used to adapt each algorithm for discrete problems. Methods are compared for different classes of problems and a critical analysis is provided, pointing to future trends.

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