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Adaptive Q-Learning for Data-Based Optimal Output Regulation With Experience Replay 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2018, 卷号: 48, 期号: 12, 页码: 3337-3348
Authors:  Luo, Biao;  Yang, Yin;  Liu, Derong
Favorite  |  View/Download:14/0  |  Submit date:2019/01/08
Data-based  experience replay  neural networks (NNs)  off-policy  optimal control  Q-learning (QL)  
Reinforcement learning for robust adaptive control of partially unknown nonlinear systems subject to unmatched uncertainties 期刊论文
INFORMATION SCIENCES, 2018, 卷号: 463, 页码: 307-322
Authors:  Yang, Xiong;  He, Haibo;  Wei, Qinglai;  Luo, Biao
Favorite  |  View/Download:33/0  |  Submit date:2018/10/10
Adaptive Dynamic Programming  Neural Networks  Optimal Control  Reinforcement Learning  Robust Control  Unmatched Uncertainty  
Adaptive Constrained Optimal Control Design for Data-Based Nonlinear Discrete-Time Systems With Critic-Only Structure 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 6, 页码: 2099-2111
Authors:  Luo, Biao;  Liu, Derong;  Wu, Huai-Ning
View  |  Adobe PDF(1045Kb)  |  Favorite  |  View/Download:46/20  |  Submit date:2018/10/10
Adaptive Control  Adaptive Dynamic Programming  Constraints  Critic-only  Data-based  Optimal Control  Q-learning  
Optimal Output Regulation for Model-Free Quanser Helicopter With Multistep Q-Learning 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2018, 卷号: 65, 期号: 6, 页码: 4953-4961
Authors:  Luo, Biao;  Wu, Huai-Ning;  Huang, Tingwen
Favorite  |  View/Download:31/0  |  Submit date:2018/10/10
Helicopter  Model-free  Multistep Policy Evaluation  Optimal Output Regulation  Q-learning  
Robust synchronization of memristive neural networks with strong mismatch characteristics via pinning control 期刊论文
NEUROCOMPUTING, 2018, 卷号: 289, 页码: 144-154
Authors:  Li, Yueheng;  Luo, Biao;  Liu, Derong;  Yang, Zhanyu
Favorite  |  View/Download:23/0  |  Submit date:2018/10/10
Memristive Neural Networks  Robust Synchronization  Mismatch Characteristics  Pinning Control  
Policy Gradient Adaptive Dynamic Programming for Data-Based Optimal Control 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2017, 卷号: 47, 期号: 10, 页码: 3341-3354
Authors:  Luo, Biao;  Liu, Derong;  Wu, Huai-Ning;  Wang, Ding;  Lewis, Frank L.
View  |  Adobe PDF(3217Kb)  |  Favorite  |  View/Download:127/39  |  Submit date:2016/11/09
Adaptive Control  Adaptive Dynamic Programming (Adp)  Data-based  Off-policy Learning  Optimal Control  Policy Gradient  
Multi-step heuristic dynamic programming for optimal control of nonlinear discrete-time systems 期刊论文
INFORMATION SCIENCES, 2017, 卷号: 411, 期号: 0, 页码: 66-83
Authors:  Luo, Biao;  Liu, Derong;  Huang, Tingwen;  Yang, Xiong;  Ma, Hongwen
View  |  Adobe PDF(1092Kb)  |  Favorite  |  View/Download:59/10  |  Submit date:2017/09/12
Optimal Control  Multi-step Heuristic Dynamic Programming  Adaptive Dynamic Programming  Nonlinear Systems  Discrete-time  Neural Networks  
Pinning synchronization of memristor-based neural networks with time-varying delays 期刊论文
NEURAL NETWORKS, 2017, 卷号: 93, 期号: 无, 页码: 143-151
Authors:  Yang, Zhanyu;  Luo, Biao;  Liu, Derong;  Li, Yueheng
View  |  Adobe PDF(1303Kb)  |  Favorite  |  View/Download:41/17  |  Submit date:2018/03/03
Memristor-based Neural Networks  Pinning Control  Time-varying Delays  Exponential Synchronization  Asymptotic Synchronization  
Data-based robust adaptive control for a class of unknown nonlinear constrained-input systems via integral reinforcement learning 期刊论文
INFORMATION SCIENCES, 2016, 卷号: 369, 页码: 731-747
Authors:  Yang, Xiong;  Liu, Derong;  Luo, Biao;  Li, Chao
Favorite  |  View/Download:43/0  |  Submit date:2016/12/26
Adaptive Dynamic Programming  Input Constraint  Neural Networks  Optimal Control  Reinforcement Learning  Robust Control  
Model-Free Optimal Tracking Control via Critic-Only Q-Learning 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2016, 卷号: 27, 期号: 10, 页码: 2134-2144
Authors:  Luo, Biao;  Liu, Derong;  Huang, Tingwen;  Wang, Ding;  Luo,Biao
View  |  Adobe PDF(1521Kb)  |  Favorite  |  View/Download:125/57  |  Submit date:2016/10/24
Critic-only Q-learning (Coql)  Model-free  Nonaffine Nonlinear Systems  Optimal Tracking Control