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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：97/32  |  提交时间：2023/10/31
Dynamic environments  goal-conditioned reinforcement learning  magnetic field  reward shaping  
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：150/63  |  提交时间：2023/09/07
Autonomous vehicles  decision-making  driving behavior  human-like driving  
Adaptive Multi-Step Evaluation Design With Stability Guarantee for Discrete-Time Optimal Learning Control 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 9, 页码: 1797-1809
作者:  Ding Wang;  Jiangyu Wang;  Mingming Zhao;  Peng Xin;  Junfei Qiao
Adobe PDF(5140Kb)  |  收藏  |  浏览/下载：140/59  |  提交时间：2023/08/10
Adaptive critic  artificial neural networks  Hamilton-Jacobi-Bellman (HJB) equation  multi-step heuristic dynamic programming  multi-step reinforcement learning  optimal control  
How Generative Adversarial Networks Promote the Development of Intelligent Transportation Systems: A Survey 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 9, 页码: 1781-1796
作者:  Hongyi Lin;  Yang Liu;  Shen Li;  Xiaobo Qu
Adobe PDF(1497Kb)  |  收藏  |  浏览/下载：134/84  |  提交时间：2023/08/10
Autonomous driving  generative adversarial network (GAN)  intelligent transportation system (ITS)  traffic anomaly inspection  traffic flow  
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：92/38  |  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：165/77  |  提交时间：2023/06/14
Consensus  energy management system (EMS)  reinforcement learning  supervised learning  
Towards Energy-Efficient Autonomous Driving: A Multi-Objective Reinforcement Learning Approach 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 5, 页码: 1329-1331
作者:  Xiangkun He;  Chen Lv
Adobe PDF(2067Kb)  |  收藏  |  浏览/下载：47/10  |  提交时间：2023/04/26
Model-Free Formation Control of Autonomous Underwater Vehicles: A Broad Learning-Based Solution 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 5, 页码: 1325-1328
作者:  Wenqiang Cao;  Jing Yan;  Xian Yang;  Xiaoyuan Luo;  Xinping Guan
Adobe PDF(6300Kb)  |  收藏  |  浏览/下载：106/14  |  提交时间：2023/04/26
A Data-Based Feedback Relearning Algorithm for Uncertain Nonlinear Systems 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 5, 页码: 1288-1303
作者:  Chaoxu Mu;  Yong Zhang;  Guangbin Cai;  Ruijun Liu;  Changyin Sun
Adobe PDF(4205Kb)  |  收藏  |  浏览/下载：216/108  |  提交时间：2023/04/26
Data episodes  experience replay  neural networks  reinforcement learning (RL)  uncertain systems  
A Brief Overview of ChatGPT: The History, Status Quo and Potential Future Development 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 5, 页码: 1122-1136
作者:  Tianyu Wu;  Shizhu He;  Jingping Liu;  Siqi Sun;  Kang Liu;  Qing-Long Han;  Yang Tang
Adobe PDF(4650Kb)  |  收藏  |  浏览/下载：788/652  |  提交时间：2023/04/26
AIGC  ChatGPT  GPT-3  GPT-4  human feedback  large language models