Cooperative Co-evolutionary Differential Evolution for Function Optimization
作者： Yan-jun Shi , Hong-fei Teng , Zi-qiang Li
DOI: 10.1007/11539117_147
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摘要: The differential evolution (DE) is a stochastic, population-based, and relatively unknown evolutionary algorithm for global optimization that has recently been successfully applied to many problems. This paper presents new variation on the DE algorithm, called cooperative co-evolutionary (CCDE). CCDE adopts architecture, which was proposed by Potter had genetic improve significantly performance of DE. Such improvement achieved partitioning high-dimensional search space splitting solution vectors into smaller vectors, then using multiple cooperating subpopulations (or vectors) co-evolve subcomponents solution. Applying 11 benchmark functions, we show marked in over traditional (CCGA).
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acm.org 参考文章(11)
Mitchell A. Potter, Kenneth A. Jong, A Cooperative Coevolutionary Approach to Function Optimization parallel problem solving from nature. pp. 249- 257 ,(1994) , 10.1007/3-540-58484-6_269
David B. Fogel, Zbigniew Michalewicz, Thomas Back, Handbook of Evolutionary Computation ,(1997)
Rainer Storn, Kenneth Price, Differential Evolution – A Simple and Efficient Heuristic for Global Optimization over Continuous Spaces Journal of Global Optimization. ,vol. 11, pp. 341- 359 ,(1997) , 10.1023/A:1008202821328
Xin Yao, Yong Liu, Guangming Lin, Evolutionary programming made faster IEEE Transactions on Evolutionary Computation. ,vol. 3, pp. 82- 102 ,(1999) , 10.1109/4235.771163
I.L. Lopez Cruz, L.G. Van Willigenburg, G. Van Straten, Efficient Differential Evolution algorithms for multimodal optimal control problems soft computing. ,vol. 3, pp. 97- 122 ,(2003) , 10.1016/S1568-4946(03)00007-3
F. vandenBergh, A.P. Engelbrecht, A Cooperative approach to particle swarm optimization IEEE Transactions on Evolutionary Computation. ,vol. 8, pp. 225- 239 ,(2004) , 10.1109/TEVC.2004.826069
D. Sofge, K. De Jong, A. Schultz, A blended population approach to cooperative coevolution for decomposition of complex problems congress on evolutionary computation. ,vol. 1, pp. 413- 418 ,(2002) , 10.1109/CEC.2002.1006270
R. Storn, System design by constraint adaptation and differential evolution IEEE Transactions on Evolutionary Computation. ,vol. 3, pp. 22- 34 ,(1999) , 10.1109/4235.752918
Richard Ernest Bellman, Adaptive Control Processes: A Guided Tour ,(1961)
Kenneth De Jong, David B Fogel, Hans-Paul Schwefel, A history of evolutionary computation Evolutionary Computation 1. ,(1997) , 10.1887/0750306645/B877C6