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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
作者:  Luo, Biao;  Liu, Derong;  Wu, Huai-Ning
浏览  |  Adobe PDF(1045Kb)  |  收藏  |  浏览/下载：400/122  |  提交时间：2018/10/10
Adaptive Control  Adaptive Dynamic Programming  Constraints  Critic-only  Data-based  Optimal Control  Q-learning  
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
作者:  Luo, Biao;  Liu, Derong;  Huang, Tingwen;  Yang, Xiong;  Ma, Hongwen
浏览  |  Adobe PDF(1092Kb)  |  收藏  |  浏览/下载：403/130  |  提交时间：2017/09/12
Optimal Control  Multi-step Heuristic Dynamic Programming  Adaptive Dynamic Programming  Nonlinear Systems  Discrete-time  Neural Networks  
Neural network based online simultaneous policy update algorithm for solving the HJI equation in nonlinear H∞ control 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2012, 卷号: 23, 期号: 12, 页码: 1884-1895
作者:  Wu, Huai-Ning;  Luo, Biao
浏览  |  Adobe PDF(530Kb)  |  收藏  |  浏览/下载：201/62  |  提交时间：2016/04/08
Simultaneous Policy Update Algorithm  
Computationally efficient simultaneous policy update algorithm for nonlinear H∞ state feedback control with Galerkin’s method 期刊论文
International Journal of Robust and Nonlinear Control, 2013, 卷号: 23, 期号: 7, 页码: 991-1012
作者:  Luo, Biao;  Wu, Huai-Ning
浏览  |  Adobe PDF(804Kb)  |  收藏  |  浏览/下载：155/61  |  提交时间：2016/04/08
Simultaneous Policy Update Algorithm  
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
作者:  Wu, Huai-Ning;  Luo, Biao
浏览  |  Adobe PDF(693Kb)  |  收藏  |  浏览/下载：172/47  |  提交时间：2016/04/08
Spua  
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
作者:  Luo, Biao;  Wu, Huai-Ning;  Huang, Tingwen
浏览  |  Adobe PDF(680Kb)  |  收藏  |  浏览/下载：249/69  |  提交时间：2016/04/08
Off-policy  
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
作者:  Luo, Biao;  Wu, Huai-Ning;  Li, Han-Xiong
浏览  |  Adobe PDF(2465Kb)  |  收藏  |  浏览/下载：375/122  |  提交时间：2016/03/30
Adaptive Optimal Control  Empirical Eigenfunction (Eef)  Highly Dissipative Partial Differential Equations (Pdes)  Neuro-dynamic Programming (Ndp)  Spatially Distributed Processes (Sdps)  
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
作者:  Luo, Biao;  Wu, Huai-Ning;  Huang, Tingwen;  Liu, Derong
浏览  |  Adobe PDF(530Kb)  |  收藏  |  浏览/下载：487/207  |  提交时间：2016/03/30
Constrained Optimal Control  Data-based  Off-policy Reinforcement Learning  Hamilton-jacobi-bellman Equation  The Method Of Weighted Residuals