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An Overview and Experimental Study of Learning-Based Optimization Algorithms for the Vehicle Routing Problem 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 7, 页码: 1115-1138
作者:  Bingjie Li;  Guohua Wu;  Yongming He;  Mingfeng Fan;  Witold Pedrycz
Adobe PDF(2802Kb)  |  收藏  |  浏览/下载：468/270  |  提交时间：2022/06/27
End-to-end approaches  learning-based optimization (LBO) algorithms  reinforcement learning  step-by-step approaches  vehicle routing problem (VRP)  
Cooperative and Competitive Multi-Agent Systems: From Optimization to Games 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 5, 页码: 763-783
作者:  Jianrui Wang;  Yitian Hong;  Jiali Wang;  Jiapeng Xu;  Yang Tang;  Qing-Long Han;  Jürgen Kurths
Adobe PDF(8407Kb)  |  收藏  |  浏览/下载：235/63  |  提交时间：2022/04/24
Cooperative games  counterfactual regret min- imization  distributed optimization  federated optimization  fictitious self-play  mean field games  multi-agent reinforcement learning  non-cooperative games  
Energy Theft Detection in Smart Grids: Taxonomy, Comparative Analysis, Challenges, and Future Research Directions 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 4, 页码: 578-600
作者:  Mohsin Ahmed, Abid Khan, Mansoor Ahmed, Mouzna Tahir, Gwanggil Jeon, Giancarlo Fortino, Francesco Piccialli
Adobe PDF(2767Kb)  |  收藏  |  浏览/下载：206/58  |  提交时间：2022/03/09
Challenges,comparative analysis,energy theft detection,future research directions,smart grid,taxonomy