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Differential Evolution with Joint Adaptation of Mutation Strategies and Control Parameters via Distributed Proximal Policy Optimization

Wenjie Ding Mengtao Qian Chao Lu Jin Yi Huayan Pu Jun Luo

清华大学学报自然科学版（英文版）2026，Vol.31Issue(1)：101-124,24.

清华大学学报自然科学版（英文版）2026，Vol.31Issue(1)：101-124,24.DOI:10.26599/TST.2024.9010185

Differential Evolution with Joint Adaptation of Mutation Strategies and Control Parameters via Distributed Proximal Policy Optimization

Wenjie Ding ¹Mengtao Qian ¹Chao Lu ²Jin Yi ³Huayan Pu ¹Jun Luo¹

作者信息

1. State Key Labortary of Mechanical Transmission for Advanced Equipment and School of Mechanical and Vehicle Engineering,Chongqing University,Chongqing 400044,China
2. School of Computer Science,China University of Geosciences,Wuhan 430078,China
3. State Key Laboratory of Mechanical Transmission for Advanced Equipment and School of Mechanical and Vehicle Engineering,Chongqing University,Chongqing 400044,China||State Key Laboratory of Fluid Power and Mechatronic Systems,Zhejiang University,Hangzhou 310027,China
折叠

摘要

关键词

Differential Evolution(DE)/Evolutionary Algorithm(EA)/Deep Reinforcement Learning(DRL)/parameter control

Key words

Differential Evolution(DE)/Evolutionary Algorithm(EA)/Deep Reinforcement Learning(DRL)/parameter control

引用本文复制引用

Wenjie Ding,Mengtao Qian,Chao Lu,Jin Yi,Huayan Pu,Jun Luo..Differential Evolution with Joint Adaptation of Mutation Strategies and Control Parameters via Distributed Proximal Policy Optimization[J].清华大学学报自然科学版（英文版）,2026,31(1):101-124,24.

基金项目

This work was supported by the National Natural Science Foundation of China(No.52105244),the Open Foundation of the State Key Laboratory of Fluid Power and Mechatronic Systems(No.GZKF-202425),the Entrepreneurship and Innovation Support Plan of Chongqing for Returned Overseas Scholars(No.cx2023085),and the Independent Research Project-Key Program from the State Key Laboratory of Mechanical Transmission for Advanced Equipment(No.SKLMT-ZZKT-2024Z09). （No.52105244）

清华大学学报自然科学版（英文版）

ISSN：1007-0214

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