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Value Iteration-Based Cooperative Adaptive Optimal Control for Multi-Player Differential Games With Incomplete Information 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 3, 页码: 690-697
作者:  Yun Zhang;  Lulu Zhang;  Yunze Cai
Adobe PDF(6850Kb)  |  收藏  |  浏览/下载:70/28  |  提交时间:2024/02/19
Adaptive dynamic programming  incomplete information  multi-player differential game  value iteration  
Optimal Formation Control for Second-Order Multi-Agent Systems With Obstacle Avoidance 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 2, 页码: 563-565
作者:  Jiaxin Zhang;  Wei Liu;  Yongming Li
Adobe PDF(652Kb)  |  收藏  |  浏览/下载:192/77  |  提交时间:2023/01/16
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:120/50  |  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  
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:175/52  |  提交时间:2023/03/22
Machine learning  model predictive control (MPC)  neural network  perturbation control  voltage stabilization  
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:141/46  |  提交时间:2023/01/16
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:194/103  |  提交时间:2023/04/26
Data episodes  experience replay  neural networks  reinforcement learning (RL)  uncertain systems  
Communication-Aware Formation Control of AUVs With Model Uncertainty and Fading Channel via Integral Reinforcement Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 1, 页码: 159-176
作者:  Wenqiang Cao;  Jing Yan;  Xian Yang;  Xiaoyuan Luo;  Xinping Guan
Adobe PDF(8184Kb)  |  收藏  |  浏览/下载:236/93  |  提交时间:2023/01/03
Autonomous underwater vehicles (AUVs)  communication-aware  formation  reinforcement learning  uncertainty  
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:152/76  |  提交时间:2023/06/14
Consensus  energy management system (EMS)  reinforcement learning  supervised learning  
基于自适应动态规划的移动机器人视觉伺服跟踪控制 期刊论文
自动化学报, 2023, 卷号: 49, 期号: 11, 页码: 2286-2296
作者:  罗彪;  欧阳志华;  易昕宁;  刘德荣
Adobe PDF(2335Kb)  |  收藏  |  浏览/下载:9/4  |  提交时间:2024/04/18
自适应动态规划  移动机器人  视觉伺服  轨迹跟踪  神经网络控制  
Dynamic-horizon model-based value estimation with latent imagination 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2022, 页码: 1-14
作者:  Wang JJ(王俊杰);  Zhang QC(张启超);  Zhao DB(赵冬斌)
Adobe PDF(2305Kb)  |  收藏  |  浏览/下载:142/55  |  提交时间:2023/05/30
Latent world model  model-based value expansion (MVE)  reinforcement learning  reinforcement learning