logo
科言猫学术研究的AI总结
language
手机端手机端
  • Phone Feature微信小程序
简体中文简体中文
notice消息通知
博客博客
delete
arrow
返回

Deep reinforcement learning-based two-stage coevolutionary framework for multimodal multi-objective optimization

delete2026-02-18
delete0
PRE
AI
Q
Qianlong Dang
X
Xiaochuan Gao
S
Shuwei Hou
Z
Zhengxin Huang
G
Guanghui Zhang
阮俊虎 封面图
阮俊虎 (Junhu Ruan) *
DOI：10.1016/j.asoc.2026.114836delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
• 基于深度强化学习的自适应进化算子选择策略。 • 将自适应算子融入两阶段协同进化框架，提出MMOEA-DRL。 • MMOEA-DRL在决策空间中达到64.71%的最优性，性能优于其他方法超过55.74%。
Keyword:
Deep reinforcement learning
Adaptive evolutionary operators
Two-stage co-evolutionary framework
Multimodal multi-objective optimization
Evolutionary algorithms

期刊

Applied Soft Computing 封面图
Applied Soft Computing
IF:
6.6
论文数:
1.4W
被引数:
4.8W

机构

Y
youjiang medical university
学者数:
22
论文数: 20
被引数: 0
L
Lingnan University
学者数:
1.0K
论文数: 1.4K
被引数: 202
N
northwest a and f university
学者数:
967
论文数: 227
被引数: 0
H
hebei agricultural university
学者数:
2.2K
论文数: 600
被引数: 0
学者 查看更多机构
引用论文

引用论文

Growing Neural Gas Network-based surrogate-assisted Pareto set learning for multimodal multi-objective optimization
errSWARM AND EVOLUTIONARY COMPUTATION
IF8.5
err2024-06-01
err14
PREAI
errMing, Fei; Gong, Wenyin; Jin, Yaochu
err分享
err收藏
PlatEMO: A MATLAB Platform for Evolutionary Multi-Objective OptimizationPlatEMO: 用于进化多目标优化的MATLAB平台
errIEEE COMPUTATIONAL INTELLIGENCE MAGAZINE
IF11.2
err2017-11-01
err1.6K
errOAAI
errTian, Ye; Cheng, Ran; Zhang, Xingyi; Jin, Yaochu
err分享
err收藏
Multiobjective evolutionary algorithms: A survey of the state of the art
errSWARM AND EVOLUTIONARY COMPUTATION
IF8.5
err2011-03-01
err1.8K
PREAI
errZhou, Aimin; Qu, Bo-Yang; Li, Hui; Zhao, Shi-Zheng; Suganthan, Ponnuthurai Nagaratnam; Zhang, Qingfu
err分享
err收藏
Constrained Multi-Objective Optimization With Deep Reinforcement Learning Assisted Operator Selection
errIEEE-CAA JOURNAL OF AUTOMATICA SINICA
IF19.2
err2024-04-01
err4
errOAAI
errMing, Fei; Gong, Wenyin; Wang, Ling; Jin, Yaochu
err分享
err收藏
Balancing Convergence and Diversity in Objective and Decision Spaces for Multimodal Multi-Objective Optimization平衡目标和决策空间中的收敛性和多样性，以实现多模态多目标优化
errIEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTATIONAL INTELLIGENCE
IF6.5
err2023-04-01
err35
PREAI
errMing, Fei; Gong, Wenyin; Wang, Ling; Gao, Liang
err分享
err收藏
Evolutionary multimodal multiobjective optimization guided by growing neural gas生长神经气体引导的进化多模态多目标优化
errSWARM AND EVOLUTIONARY COMPUTATION
IF8.5
err2024-04-01
err7
PREAI
errLiu, Yiping; Zhang, Ling; Zeng, Xiangxiang; Han, Yuyan
err分享
err收藏
A grid-guided particle swarm optimizer for multimodal multi-objective problems
errAPPLIED SOFT COMPUTING
IF6.6
err2022-03-01
err32
PREAI
errQu, Boyang; Li, Guosen; Yan, Li; Liang, Jing; Yue, Caitong; Yu, Kunjie; Crisalle, Oscar D.
err分享
err收藏
A Multipopulation Evolutionary Algorithm for Solving Large-Scale Multimodal Multiobjective Optimization Problems
errIEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION
IF12
err2021-06-01
err81
errOAAI
errTian, Ye; Liu, Ruchen; Zhang, Xingyi; Ma, Haiping; Tan, Kay Chen; Jin, Yaochu
err分享
err收藏
Topological clustering particle swarm optimizer based on adaptive resonance theory for multimodal multi-objective problems
errInformation Sciences
IF0
err2024-09-01
err0
PREAI
errYao,Qi; Yang,Shunkun; Shao,Qi; Bian,Chong; Wu,Mengdan
err分享
err收藏
WHY THERE ARE COMPLEMENTARY LEARNING-SYSTEMS IN THE HIPPOCAMPUS AND NEOCORTEX - INSIGHTS FROM THE SUCCESSES AND FAILURES OF CONNECTIONIST MODELS OF LEARNING AND MEMORY为什么在海马和新大脑皮层中存在互补的学习系统-来自学习和记忆的连接主义模型的成功和失败的见解
errPSYCHOLOGICAL REVIEW
IF5.8
err1995-07-01
err4.1K
PREAI
errMCCLELLAND, JL; MCNAUGHTON, BL; OREILLY, RC
err分享
err收藏
学者 查看更多内容