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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：20/6  |  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：32/16  |  提交时间：2024/01/23
Constrained multi-objective optimization  even search  evolutionary algorithms  promising region  real-world problems  
Integrating Conjugate Gradients Into Evolutionary Algorithms for Large-Scale Continuous Multi-Objective Optimization 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 10, 页码: 1801-1817
作者:  Ye Tian;  Haowen Chen;  Haiping Ma;  Xingyi Zhang;  Kay Chen Tan;  Yaochu Jin
Adobe PDF(2151Kb)  |  收藏  |  浏览/下载：164/57  |  提交时间：2022/09/08
Conjugate gradient  differential evolution  evolutionary computation  large-scale multi-objective optimization  mathematical programming  
A Survey of Evolutionary Algorithms for Multi-Objective Optimization Problems With Irregular Pareto Fronts 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 2, 页码: 303-318
作者:  Yicun Hua;  Qiqi Liu;  Kuangrong Hao;  Yaochu Jin
Adobe PDF(6590Kb)  |  收藏  |  浏览/下载：123/42  |  提交时间：2021/04/09
Evolutionary algorithm  machine learning  multi-objective optimization problems (MOPs)  irregular Pareto fronts