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Self-Learning Optimal Control for Ice-Storage Air Conditioning Systems via Data-Based Adaptive Dynamic Programming 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2021, 卷号: 68, 期号: 4, 页码: 3599-3608
Authors:  Wei, Qinglai;  Liao, Zehua;  Song, Ruizhuo;  Zhang, Pinjia;  Wang, Zhuo;  Xiao, Jun
Favorite  |  View/Download:4/0  |  Submit date:2021/03/02
Optimal control  Air conditioning  Load modeling  Neural networks  Dynamic programming  Predictive models  Adaptive dynamic programming (ADP)  cooling load prediction  ice-storage air conditioning (IAC)  neural network  optimal control  
Continuous-Time Time-Varying Policy Iteration 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2020, 卷号: 50, 期号: 12, 页码: 4958-4971
Authors:  Wei, Qinglai;  Liao, Zehua;  Yang, Zhanyu;  Li, Benkai;  Liu, Derong
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Optimal control  Nonlinear systems  Time-varying systems  Mathematical model  Dynamic programming  Approximation algorithms  Iterative algorithms  Adaptive critic designs  adaptive dynamic programming (ADP)  neuro-dynamic programming  nonlinear systems  optimal control  policy iteration  
Model-Free H-infinity Optimal Tracking Control of Constrained Nonlinear Systems via an Iterative Adaptive Learning Algorithm 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2020, 卷号: 50, 期号: 11, 页码: 4097-4108
Authors:  Hou, Jiaxu;  Wang, Ding;  Liu, Derong;  Zhang, Yun
Favorite  |  View/Download:2/0  |  Submit date:2021/01/07
Adaptive dynamic programming (ADP)  control constraints  convergence analysis  H-infinity tracking  neural network (NN)  optimal control  
Special Issue on Adaptive Dynamic Programming and Reinforcement Learning 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2020, 卷号: 50, 期号: 11, 页码: 3944-3947
Authors:  Liu, Derong;  Lewis, Frank L.;  Wei, Qinglai
Favorite  |  View/Download:3/0  |  Submit date:2021/01/07
Parallel Control for Optimal Tracking via Adaptive Dynamic Programming 期刊论文
IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2020, 卷号: 7, 期号: 6, 页码: 1662-1674
Authors:  Lu, Jingwei;  Wei, Qinglai;  Wang, Fei-Yue
Favorite  |  View/Download:11/0  |  Submit date:2021/01/06
Adaptive dynamic programming (ADP)  nonlinear optimal control  parallel controller  parallel control theory  parallel system  tracking control  neural network (NN)  
Reinforcement Learning-Based Optimal Stabilization for Unknown Nonlinear Systems Subject to Inputs With Uncertain Constraints 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 10, 页码: 4330-4340
Authors:  Zhao, Bo;  Liu, Derong;  Luo, Chaomin
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Nonlinear systems  Optimal control  Artificial neural networks  Actuators  Observers  Feedforward systems  Adaptive dynamic programming (ADP)  neural networks (NNs)  optimal control  reinforcement learning (RL)  uncertain input constraints  unknown nonlinear systems  
Discrete-Time Impulsive Adaptive Dynamic Programming 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2020, 卷号: 50, 期号: 10, 页码: 4293-4306
Authors:  Wei, Qinglai;  Song, Ruizhuo;  Liao, Zehua;  Li, Benkai;  Lewis, Frank L.
Favorite  |  View/Download:3/0  |  Submit date:2021/01/07
Optimal control  Performance analysis  Nonlinear systems  Dynamic programming  Heuristic algorithms  Indexes  Adaptive critic designs  adaptive dynamic programming (ADP)  approximate dynamic programming  impulsive control  nonlinear systems  optimal control  
Event-Triggered Adaptive Dynamic Programming for Zero-Sum Game of Partially Unknown Continuous-Time Nonlinear Systems 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2020, 卷号: 50, 期号: 9, 页码: 3189-3199
Authors:  Xue, Shan;  Luo, Biao;  Liu, Derong
Favorite  |  View/Download:28/0  |  Submit date:2020/09/28
Adaptive dynamic programming (ADP)  event-triggered control  Hamilton-Jacobi-Isaacs (HJI) equation  neural network (NN) identifier  zero-sum (ZS) game  
Event-Triggered Adaptive Critic Control Design for Discrete-Time Constrained Nonlinear Systems 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2020, 卷号: 50, 期号: 9, 页码: 3158-3168
Authors:  Ha, Mingming;  Wang, Ding;  Liu, Derong
Favorite  |  View/Download:7/0  |  Submit date:2020/09/28
Nonlinear systems  Actuators  Discrete-time systems  Dynamic programming  Optimal control  Adaptive systems  Adaptive dynamic programming (ADP)  control constraints  event-triggered control  heuristic dynamic programming (HDP)  neural networks  nonlinear discrete-time system  
基于自适应动态规划算法的离散动态系统最优控制 学位论文
, 中国科学院自动化研究所: 中国科学院大学, 2020
Authors:  梁明明
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智能控制  神经网络  自适应动态规划  最优控制  离散随机过程  离散非线性系统