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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:390/118  |  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
Adobe PDF(1092Kb)  |  收藏  |  浏览/下载:393/127  |  提交时间:2017/09/12
Optimal Control  Multi-step Heuristic Dynamic Programming  Adaptive Dynamic Programming  Nonlinear Systems  Discrete-time  Neural Networks  
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
作者:  Luo, Biao;  Liu, Derong;  Wu, Huai-Ning;  Wang, Ding;  Lewis, Frank L.
Adobe PDF(3217Kb)  |  收藏  |  浏览/下载:605/213  |  提交时间:2016/11/09
Adaptive Control  Adaptive Dynamic Programming (Adp)  Data-based  Off-policy Learning  Optimal Control  Policy Gradient  
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
作者:  Luo, Biao;  Liu, Derong;  Huang, Tingwen;  Wang, Ding;  Luo,Biao
Adobe PDF(1521Kb)  |  收藏  |  浏览/下载:598/291  |  提交时间:2016/10/24
Critic-only Q-learning (Coql)  Model-free  Nonaffine Nonlinear Systems  Optimal Tracking Control  
Online policy iteration algorithm for optimal control of linear hyperbolic PDE systems 期刊论文
Journal of Process Control, 2012, 卷号: 22, 期号: 7, 页码: 1161-1170
作者:  Luo, Biao;  Wu, Huai-Ning
Adobe PDF(841Kb)  |  收藏  |  浏览/下载:189/60  |  提交时间:2016/04/08
Policy Iteration  
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
Adobe PDF(530Kb)  |  收藏  |  浏览/下载:183/51  |  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
Adobe PDF(804Kb)  |  收藏  |  浏览/下载:143/55  |  提交时间:2016/04/08
Simultaneous Policy Update Algorithm  
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
Adobe PDF(680Kb)  |  收藏  |  浏览/下载:234/64  |  提交时间:2016/04/08
Off-policy  
An Approximate Optimal Control Approach for Robust Stabilization of a Class of Discrete-Time Nonlinear Systems With Uncertainties 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2016, 卷号: 46, 期号: 5, 页码: 713-717
作者:  Wang, Ding;  Liu, Derong;  Li, Hongliang;  Luo, Biao;  Ma, Hongwen
Adobe PDF(328Kb)  |  收藏  |  浏览/下载:404/118  |  提交时间:2016/04/08
Adaptive Dynamic Programming (Adp)  Generalized Hamilton-jacobi-bellman (Ghjb) Equation  Neural Networks  Optimal Control  Robust Control  Successive Approximation Method  Uncertainties  
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:356/114  |  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)