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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:69/0  |  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
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Critic-only Q-learning (Coql)  Model-free  Nonaffine Nonlinear Systems  Optimal Tracking Control  
Data-driven H∞ control for nonlinear distributed parameter systems 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2015, 卷号: 26, 期号: 11, 页码: 2949-2961
Authors:  Luo, Biao;  Huang, Tingwen;  Wu, Huai-Ning;  Yang, Xiong
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Data Driven  
Reinforcement learning solution for HJB equation arising in constrained optimal control problem 期刊论文
NEURAL NETWORKS, 2015, 卷号: 71, 期号: 0, 页码: 150-158
Authors:  Luo, Biao;  Wu, Huai-Ning;  Huang, Tingwen;  Liu, Derong
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Constrained Optimal Control  Data-based  Off-policy Reinforcement Learning  Hamilton-jacobi-bellman Equation  The Method Of Weighted Residuals  
Adaptive Optimal Control of Highly Dissipative Nonlinear Spatially Distributed Processes With Neuro-Dynamic Programming 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2015, 卷号: 26, 期号: 4, 页码: 684-696
Authors:  Luo, Biao;  Wu, Huai-Ning;  Li, Han-Xiong
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Adaptive Optimal Control  Empirical Eigenfunction (Eef)  Highly Dissipative Partial Differential Equations (Pdes)  Neuro-dynamic Programming (Ndp)  Spatially Distributed Processes (Sdps)  
Off-policy reinforcement learning for H∞ control design 期刊论文
IEEE Transactions on Cybernetics, 2015, 卷号: 45, 期号: 1, 页码: 65-76
Authors:  Luo, Biao;  Wu, Huai-Ning;  Huang, Tingwen
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Off-policy  
Data-based approximate policy iteration for affine nonlinear continuous-time optimal control design 期刊论文
AUTOMATICA, 2014, 卷号: 50, 期号: 12, 页码: 3281-3290
Authors:  Luo, Biao;  Wu, Huai-Ning;  Huang, Tingwen;  Liu, Derong
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Nonlinear Optimal Control  Reinforcement Learning  Off-policy  Data-based Approximate Policy Iteration  Neural Network  Hamilton-jacobi-bellman Equation  
Data-based Suboptimal Neuro-control Design with Reinforcement Learning for Dissipative Spatially Distributed Processes 期刊论文
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2014, 卷号: 53, 期号: 19, 页码: 8106-8119
Authors:  Luo, Biao;  Wu, Huai-Ning;  Li, Han-Xiong
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Data-based  
Simultaneous policy update algorithms for learning the solution of linear continuous-time H∞ state feedback control 期刊论文
Information Sciences, 2013, 卷号: 222, 期号: 0, 页码: 493-506
Authors:  Wu, Huai-Ning;  Luo, Biao
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Spua  
Approximate optimal control design for nonlinear one-dimensional parabolic PDE systems using empirical eigenfunctions and neural network 期刊论文
IEEE Transactions on Systems, Man, and Cybernetics-Part B: Cybernetics, 2012, 卷号: 42, 期号: 6, 页码: 1538-1549
Authors:  Luo, Biao;  Wu, Huai-Ning
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Approximate Optimal Control Design