March 2023
Intermediate to advanced
218 pages
4h 17m
English
Content preview from Swarm Intelligence and Evolutionary Computation
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Chapter 4 Ant Colony Optimization and Artificial Bee Colony
This chapter is devoted to the most important colony-based optimization algorithms: Ant colony optimization (ACO) and Artificial Bee Colony (ABC). The standard Ant colony optimization (ACO) is presented and some important ant-based algorithms are explained such as: Ant System, Ant Colony System, Rank-based Ant System, Max-min Ant System and Population-based ACO. Then the standard Artificial Bee Algorithm is presented by explaining also the bee colony foraging behavior. Furthermore, advanced aspects are discussed, such as: ABC selection methods including: disruptive selection, tournament selection, exponential and linear rank-based selection and also, boundary handling approaches which ...
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