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Continuous-Time Distributed Policy Iteration for Multicontroller Nonlinear Systems 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2021, 卷号: 51, 期号: 5, 页码: 2372-2383
Authors:  Wei, Qinglai;  Li, Hongyang;  Yang, Xiong;  He, Haibo
Favorite  |  View/Download:2/0  |  Submit date:2021/06/07
Optimal control  Nonlinear systems  Decentralized control  Mathematical model  Convergence  Multi-agent systems  Adaptive dynamic programming (ADP)  approximate dynamic programming  distributed policy iteration  nonlinear systems  optimal control  
Adaptive Dynamic Programming for Control: A Survey and Recent Advances 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 卷号: 51, 期号: 1, 页码: 142-160
Authors:  Liu, Derong;  Xue, Shan;  Zhao, Bo;  Luo, Biao;  Wei, Qinglai
Favorite  |  View/Download:23/0  |  Submit date:2021/03/08
Adaptive critic designs (ACDs)  adaptive dynamic programming  approximate dynamic programming  intelligent control  learning control  neural dynamic programming  neuro-dynamic programming  optimal control  reinforcement learning (RL)  
Data-Based Optimal Tracking of Autonomous Nonlinear Switching Systems 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 1, 页码: 227-238
Authors:  Xiaofeng Li;  Lu Dong;  Changyin Sun
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Adaptive dynamic programming  approximation error  data-based control  Q-learning  switching system  
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
Authors:  Xueli Wang;  Derui Ding;  Hongli Dong;  Xian-Ming Zhang
Adobe PDF(1995Kb)  |  Favorite  |  View/Download:2/0  |  Submit date:2021/04/09
Adaptive dynamic programming (ADP)  constrained inputs  neural network (NN)  stochastic communication protocols (SCPs)  suboptimal control  
Output-Feedback Based Simplified Optimized Backstepping Control for Strict-Feedback Systems with Input and State Constraints 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 6, 页码: 1119-1132
Authors:  Jiaxin Zhang;  Kewen Li;  Yongming Li
Adobe PDF(1727Kb)  |  Favorite  |  View/Download:0/0  |  Submit date:2021/06/11
Backstepping design  immeasurable states  neural-networks (NNs)  optimal control  state constraints  
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
Favorite  |  View/Download:5/0  |  Submit date:2021/03/02
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  
Optimal Elevator Group Control via Deep Asynchronous Actor-Critic Learning 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 12, 页码: 5245-5256
Authors:  Wei, Qinglai;  Wang, Lingxiao;  Liu, Yu;  Polycarpou, Marios M.
Adobe PDF(4019Kb)  |  Favorite  |  View/Download:14/0  |  Submit date:2021/03/08
Elevators  Optimal control  Backpropagation  Machine learning  Neural networks  Learning (artificial intelligence)  Actor  –critic  adaptive dynamic programming  deep learning (DL)  elevator group control (EGC)  optimal control  reinforcement learning (RL)  
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
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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:8/0  |  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