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Constraints Separation Based Evolutionary Multitasking for Constrained Multi-Objective Optimization Problems 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 8, 页码: 1819-1835
作者:  Kangjia Qiao;  Jing Liang;  Kunjie Yu;  Xuanxuan Ban;  Caitong Yue;  Boyang Qu;  Ponnuthurai Nagaratnam Suganthan
Adobe PDF(2750Kb)  |  收藏  |  浏览/下载：4/3  |  提交时间：2024/07/16
Constrained multi-objective optimization (CMOPs)  evolutionary multitasking  knowledge transfer  single constraint  
Constrained Multi-Objective Optimization With Deep Reinforcement Learning Assisted Operator Selection 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 4, 页码: 919-931
作者:  Fei Ming;  Wenyin Gong;  Ling Wang;  Yaochu Jin
Adobe PDF(2091Kb)  |  收藏  |  浏览/下载：77/34  |  提交时间：2024/03/18
Constrained multi-objective optimization  deep Q-learning  deep reinforcement learning (DRL)  evolutionary algorithms  evolutionary operator selection  
Even Search in a Promising Region for Constrained Multi-Objective Optimization 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 2, 页码: 474-486
作者:  Fei Ming;  Wenyin Gong;  Yaochu Jin
Adobe PDF(1847Kb)  |  收藏  |  浏览/下载：80/39  |  提交时间：2024/01/23
Constrained multi-objective optimization  even search  evolutionary algorithms  promising region  real-world problems  
Evolutionary Multitasking With Global and Local Auxiliary Tasks for Constrained Multi-Objective Optimization 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 10, 页码: 1951-1964
作者:  Kangjia Qiao;  Jing Liang;  Zhongyao Liu;  Kunjie Yu;  Caitong Yue;  Boyang Qu
Adobe PDF(3148Kb)  |  收藏  |  浏览/下载：107/45  |  提交时间：2023/09/07
Constrained multi-objective optimization  evolutionary multitasking (EMT)  global auxiliary task  knowledge transfer  local auxiliary task