期刊
IEEE TRANSACTIONS ON CYBERNETICS
卷 47, 期 9, 页码 2742-2753出版社
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TCYB.2017.2676882
关键词
Adaptive differential evolution (JADE); scheme retention mechanism; sorting crossover rate (CR)
类别
资金
- Natural Science Foundation of China [51435009, 51375004, 51421062, 61232008]
- Open Research Fund Program of the State Key Laboratory of Digital Manufacturing Equipment and Technology, HUST, China
Differential evolution (DE) is one of the best evolutionary algorithms (EAs). The effort of improving its performance has received great research attentions, such as adaptive DE (JADE). Based on the analysis on the aspects that may improve the performance of JADE, we introduce a modified JADE version with sorting crossover rate (CR). In JADE, CR values are generated based on mean value and Gaussian distribution. In the proposed algorithm, a smaller CR value is assigned to individual with better fitness value. Therefore, the components of the individuals, which have better fitness values, can appear in the offspring with higher possibility. In addition, the better offspring generated from last iteration are supposed to have better schemes, hence these schemes are preserved in next offspring generation procedure. This modified version is called as JADE algorithm with sorting CR (JADE_sort). The experiments results with several excellent algorithms show the effectiveness of JADE_sort.
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