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Magnetic Field-Based Reward Shaping for Goal-Conditioned Reinforcement Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 12, 页码: 2233-2247
作者:  Hongyu Ding;  Yuanze Tang;  Qing Wu;  Bo Wang;  Chunlin Chen;  Zhi Wang
Adobe PDF(5205Kb)  |  收藏  |  浏览/下载：127/41  |  提交时间：2023/10/31
Dynamic environments  goal-conditioned reinforcement learning  magnetic field  reward shaping  
Intelligent Electric Vehicle Charging Scheduling in Transportation-Energy Nexus With Distributional Reinforcement Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 11, 页码: 2171-2173
作者:  Tao Chen;  Ciwei Gao
Adobe PDF(577Kb)  |  收藏  |  浏览/下载：61/27  |  提交时间：2023/09/22
Privacy Preserving Demand Side Management Method via Multi-Agent Reinforcement Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 10, 页码: 1984-1999
作者:  Feiye Zhang;  Qingyu Yang;  Dou An
Adobe PDF(3841Kb)  |  收藏  |  浏览/下载：113/62  |  提交时间：2023/09/07
Centralized training and decentralized execution  demand side management  multi-agent reinforcement learning  privacy preserving  
Human-Like Decision-Making of Autonomous Vehicles in Dynamic Traffic Scenarios 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 10, 页码: 1905-1917
作者:  Tangyike Zhang;  Junxiang Zhan;  Jiamin Shi;  Jingmin Xin;  Nanning Zheng
Adobe PDF(2815Kb)  |  收藏  |  浏览/下载：190/71  |  提交时间：2023/09/07
Autonomous vehicles  decision-making  driving behavior  human-like driving  
Secure Underwater Distributed Antenna Systems: A Multi-Agent Reinforcement Learning Approach 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 7, 页码: 1622-1624
作者:  Chaofeng Wang;  Zhicheng Bi;  Yaping Wan
Adobe PDF(381Kb)  |  收藏  |  浏览/下载：71/16  |  提交时间：2023/06/14
MUTS-Based Cooperative Target Stalking for A Multi-USV System 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 7, 页码: 1582-1592
作者:  Chengcheng Wang;  Yulong Wang;  Qing-Long Han;  Yunkai Wu
Adobe PDF(4293Kb)  |  收藏  |  浏览/下载：123/45  |  提交时间：2023/06/14
Cooperative target stalking  improved deep reinforcement learning  multi-unmanned surface vehicle (multi-USV) systems  V-type probabilistic data extraction  
Survey on AI and Machine Learning Techniques for Microgrid Energy Management Systems 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 7, 页码: 1513-1529
作者:  Aditya Joshi;  Skieler Capezza;  Ahmad Alhaji;  Mo-Yuen Chow
Adobe PDF(4919Kb)  |  收藏  |  浏览/下载：205/89  |  提交时间：2023/06/14
Consensus  energy management system (EMS)  reinforcement learning  supervised learning  
Machine Learning Accelerated Real-Time Model Predictive Control for Power Systems 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 4, 页码: 916-930
作者:  Ramij Raja Hossain;  Ratnesh Kumar
Adobe PDF(5320Kb)  |  收藏  |  浏览/下载：298/65  |  提交时间：2023/03/22
Machine learning  model predictive control (MPC)  neural network  perturbation control  voltage stabilization  
Parallel Learning: Overview and Perspective for Computational Learning Across Syn2Real and Sim2Real 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 3, 页码: 603-631
作者:  Qinghai Miao;  Yisheng Lv;  Min Huang;  Xiao Wang;  Fei-Yue Wang
Adobe PDF(11937Kb)  |  收藏  |  浏览/下载：954/153  |  提交时间：2023/03/02
Machine learning  parallel learning  parallel systems  sim-to-real  syn-to-real  virtual-to-real  
Straight-Path Following and Formation Control of USVs Using Distributed Deep Reinforcement Learning and Adaptive Neural Network 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 2, 页码: 572-574
作者:  Zhengqing Han;  Yintao Wang;  Qi Sun
Adobe PDF(896Kb)  |  收藏  |  浏览/下载：174/59  |  提交时间：2023/01/16