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- W2892336140 abstract "The first cooperative co-evolutionary algorithm (CCEA) was proposed by Potter and De Jong in 1994 and since then many CCEAs have been proposed and successfully applied to solving various complex optimization problems. In applying CCEAs, the complex optimization problem is decomposed into multiple subproblems, and each subproblem is solved with a separate subpopulation, evolved by an individual evolutionary algorithm (EA). Through cooperative co-evolution of multiple EA subpopulations, a complete problem solution is acquired by assembling the representative members from each subpopulation. The underlying divide-and-conquer and collaboration mechanisms enable CCEAs to tackle complex optimization problems efficiently, and hence CCEAs have been attracting wide attention in the EA community. This paper presents a comprehensive survey of these CCEAs, covering problem decomposition, collaborator selection, individual fitness evaluation, subproblem resource allocation, implementations, benchmark test problems, control parameters, theoretical analyses, and applications. The unsolved challenges and potential directions for their solutions are discussed." @default.
- W2892336140 created "2018-09-27" @default.
- W2892336140 creator A5000546219 @default.
- W2892336140 creator A5021254405 @default.
- W2892336140 creator A5032396875 @default.
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- W2892336140 creator A5052762681 @default.
- W2892336140 creator A5073898438 @default.
- W2892336140 creator A5088113891 @default.
- W2892336140 date "2019-06-01" @default.
- W2892336140 modified "2023-10-17" @default.
- W2892336140 title "A Survey on Cooperative Co-Evolutionary Algorithms" @default.
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