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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：270/185  |  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)  
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：150/60  |  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  
Policy Iteration for Optimal Control of Discrete-Time Time-Varying Nonlinear Systems 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 3, 页码: 781-791
作者:  Guangyu Zhu;  Xiaolu Li;  Ranran Sun;  Yiyuan Yang;  Peng Zhang
Adobe PDF(2432Kb)  |  收藏  |  浏览/下载：212/69  |  提交时间：2023/03/02
Adaptive critic designs  adaptive dynamic programming  approximate dynamic programming  optimal control  policy iteration  time-varying  
Multiagent Reinforcement Learning:Rollout and Policy Iteration 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 2, 页码: 249-272
作者:  Dimitri Bertsekas
Adobe PDF(2312Kb)  |  收藏  |  浏览/下载：144/31  |  提交时间：2021/04/09
Dynamic programming  multiagent problems  neuro-dynamic programming  policy iteration  reinforcement learning, rollout