Adaptive differential evolution: A visual comparison

Chi An Chen, Tsung Che Chiang

研究成果: 書貢獻/報告類型會議貢獻

2 引文 斯高帕斯(Scopus)

摘要

Differential evolution (DE) is a variant of the evolutionary algorithm and has good performance in solving continuous optimization problems. Two important parameters, F and CR, control the behaviors of the mutation and crossover operators in DE. Setting their values is critical, but the tuning process could be difficult and time-consuming. In the last decade, many adaptive DE have been proposed with various mechanisms to adjust the parameter values during the evolutionary process. Although these studies conducted numerical experiments and showed promising performance of the proposed algorithms, very few studies investigated and compared how the parameter values are adjusted by these algorithms. In this study, we compared six different types of adaptive DEs and observed their behaviors visually. Several interesting observations are made.

原文英語
主出版物標題2015 IEEE Congress on Evolutionary Computation, CEC 2015 - Proceedings
發行者Institute of Electrical and Electronics Engineers Inc.
頁面401-408
頁數8
ISBN(電子)9781479974924
DOIs
出版狀態已發佈 - 2015 九月 10
事件IEEE Congress on Evolutionary Computation, CEC 2015 - Sendai, 日本
持續時間: 2015 五月 252015 五月 28

出版系列

名字2015 IEEE Congress on Evolutionary Computation, CEC 2015 - Proceedings

其他

其他IEEE Congress on Evolutionary Computation, CEC 2015
國家日本
城市Sendai
期間15/5/2515/5/28

ASJC Scopus subject areas

  • Computer Science Applications
  • Computational Mathematics

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  • 引用此

    Chen, C. A., & Chiang, T. C. (2015). Adaptive differential evolution: A visual comparison. 於 2015 IEEE Congress on Evolutionary Computation, CEC 2015 - Proceedings (頁 401-408). [7256918] (2015 IEEE Congress on Evolutionary Computation, CEC 2015 - Proceedings). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/CEC.2015.7256918