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Recent Progress in Reinforcement Learning and Adaptive Dynamic Programming for Advanced Control Applications 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 1, 页码: 18-36
作者:  Ding Wang;  Ning Gao;  Derong Liu;  Jinna Li;  Frank L. Lewis
Adobe PDF(1945Kb)  |  收藏  |  浏览/下载：280/188  |  提交时间：2024/01/02
Adaptive dynamic programming (ADP)  advanced control  complex environment  data-driven control  event-triggered design  intelligent control  neural networks  nonlinear systems  optimal control  reinforcement learning (RL)  
A Model Predictive Control Algorithm Based on Biological Regulatory Mechanism and Operational Research 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 11, 页码: 2174-2176
作者:  Jinying Yang;  Yongjun Zhang;  Tanju Yildirim;  Jiawei Zhang
Adobe PDF(625Kb)  |  收藏  |  浏览/下载：109/45  |  提交时间：2023/09/22
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：157/61  |  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  
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：238/112  |  提交时间：2023/04/26
Data episodes  experience replay  neural networks  reinforcement learning (RL)  uncertain systems  
Discounted Iterative Adaptive Critic Designs With Novel Stability Analysis for Tracking Control 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 7, 页码: 1262-1272
作者:  Mingming Ha;  Ding Wang;  Derong Liu
Adobe PDF(1832Kb)  |  收藏  |  浏览/下载：237/80  |  提交时间：2022/06/27
Adaptive critic design  adaptive dynamic programming (ADP)  approximate dynamic programming  discrete-time nonlinear systems  reinforcement learning  stability analysis  tracking control  value iteration (VI)  
Neural-Network-Based Control for Discrete-Time Nonlinear Systems with Input Saturation Under Stochastic Communication Protocol 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 4, 页码: 766-778
作者:  Xueli Wang;  Derui Ding;  Hongli Dong;  Xian-Ming Zhang
Adobe PDF(1995Kb)  |  收藏  |  浏览/下载：216/48  |  提交时间：2021/04/09
Adaptive dynamic programming (ADP)  constrained inputs  neural network (NN)  stochastic communication protocols (SCPs)  suboptimal control  
Residential energy scheduling for variable weather solar energy based on adaptive dynamic programming 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2017, 卷号: 5, 期号: 1, 页码: 36-46
作者:  Liu DR(刘德荣);  Xu YC(徐延才);  Wei QL(魏庆来);  Xinliang Liu
浏览  |  Adobe PDF(2171Kb)  |  收藏  |  浏览/下载：620/208  |  提交时间：2018/01/18
Action Dependent Heuristic Dynamic Programming  Adaptive Dynamic Programming  Control Strategy  Residential Energy Management  Smart Grid