Parameter control mechanisms in differential evolution: A tutorial review and taxonomy

Tsung Che Chiang, Cheng Nan Chen, Yu Chieh Lin

研究成果: 書貢獻/報告類型會議貢獻

14 引文 斯高帕斯(Scopus)

摘要

Differential evolution (DE) is a promising algorithm for continuous optimization. Its two parameters, CR and F, have great effect on the algorithm performance. In recent years many DE algorithms with parameter control mechanisms were proposed. In this paper we propose a taxonomy to classify these algorithms according to the number of candidate parameter values, the number of parameter values used in a single generation, and the source of considered information. We classify twenty-three recent studies into nine categories and review their design features. Two types of relationships between these algorithms and several research directions are also summarized.

原文英語
主出版物標題Proceedings of the 2013 IEEE Symposium on Differential Evolution, SDE 2013 - 2013 IEEE Symposium Series on Computational Intelligence, SSCI 2013
頁面1-8
頁數8
DOIs
出版狀態已發佈 - 2013
事件2013 IEEE Symposium on Differential Evolution, SDE 2013 - 2013 IEEE Symposium Series on Computational Intelligence, SSCI 2013 - Singapore, 新加坡
持續時間: 2013 四月 162013 四月 19

出版系列

名字Proceedings of the 2013 IEEE Symposium on Differential Evolution, SDE 2013 - 2013 IEEE Symposium Series on Computational Intelligence, SSCI 2013

其他

其他2013 IEEE Symposium on Differential Evolution, SDE 2013 - 2013 IEEE Symposium Series on Computational Intelligence, SSCI 2013
國家新加坡
城市Singapore
期間13/4/1613/4/19

ASJC Scopus subject areas

  • Artificial Intelligence

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    Chiang, T. C., Chen, C. N., & Lin, Y. C. (2013). Parameter control mechanisms in differential evolution: A tutorial review and taxonomy. 於 Proceedings of the 2013 IEEE Symposium on Differential Evolution, SDE 2013 - 2013 IEEE Symposium Series on Computational Intelligence, SSCI 2013 (頁 1-8). [6601435] (Proceedings of the 2013 IEEE Symposium on Differential Evolution, SDE 2013 - 2013 IEEE Symposium Series on Computational Intelligence, SSCI 2013). https://doi.org/10.1109/SDE.2013.6601435