[1]Liang Jing,Liu Rui,Qu Boyang,et al.A Survey of Evolutionary Algorithms for Large Scale Optimization Problem[J].Journal of Zhengzhou University (Engineering Science),2018,39(03):15-21.[doi:10.13705/j.issn.1671-6833.2017.06.016]
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Journal of Zhengzhou University (Engineering Science)[ISSN
1671-6833/CN
41-1339/T] Volume:
39
Number of periods:
2018 03
Page number:
15-21
Column:
Public date:
2018-05-10
- Title:
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A Survey of Evolutionary Algorithms for Large Scale Optimization Problem
- Author(s):
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Liang Jing1; Liu Rui1; Qu Boyang2; Yue Caitong1
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1. School of Electrical Engineering, Zhengzhou University, Zhengzhou, Henan, 450001; 2. School of Electronic Information, Zhongyuan Institute of Technology, Zhengzhou, Henan, 450007
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- Keywords:
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large scale optimization problem; evolutionary algorithm; cooperative coevolution; population initialization; benchmark function
- CLC:
-
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- DOI:
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10.13705/j.issn.1671-6833.2017.06.016
- Abstract:
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Based on the characterisities of large-scale problems, lager-scale optimization were grossly analyzed. This paper introduced some methods for lager-scale problems.The methods included the initialization method, decomposition strategy, updating strategy and so on. This paper mainly focued on the search strategy, update strategy, mutation strategy and cooperative coevolution. Meanwhile, the characteristics of lager-scale optimization algorithm testing function set and evaluation method were listed. Finally, the future research directions were given.