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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
作者:  Luo, Biao;  Huang, Tingwen;  Wu, Huai-Ning;  Yang, Xiong
浏览  |  Adobe PDF(1844Kb)  |  收藏  |  浏览/下载：374/146  |  提交时间：2016/10/28
Data Driven  
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  
Decentralized Sliding Mode Observer Based Dual Closed-Loop Fault Tolerant Control for Reconfigurable Manipulator against Actuator Failure 期刊论文
PLOS ONE, 2015, 卷号: 10, 期号: 7, 页码: e0129315
作者:  Zhao, Bo;  Li, Chenghao;  Liu, Derong;  Li, Yuanchun
浏览  |  Adobe PDF(652Kb)  |  收藏  |  浏览/下载：323/80  |  提交时间：2015/09/23
Fault Tolerant Control  Decentralized Control  Sliding Mode Observer  Reconfigurable Manipulator  
Centralized and decentralized event-triggered control for group consensus with fixed topology in continuous time 期刊论文
NEUROCOMPUTING, 2015, 卷号: 161, 页码: 267-276
作者:  Ma, Hongwen;  Liu, Derong;  Wang, Ding;  Tan, Fuxiao;  Li, Chao
Adobe PDF(791Kb)  |  收藏  |  浏览/下载：701/233  |  提交时间：2015/09/23
Centralized Control  Decentralized Control  Event-triggered  Fixed Topology  Group Consensus  Multi-agent Systems  
Direct adaptive control for a class of discrete-time unknown nonaffine nonlinear systems using neural networks 期刊论文
INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2015, 卷号: 25, 期号: 12, 页码: 1844-1861
作者:  Yang, Xiong;  Liu, Derong;  Wei, Qinglai;  Wang, Ding
浏览  |  Adobe PDF(1488Kb)  |  收藏  |  浏览/下载：285/94  |  提交时间：2015/09/23
Adaptive Control  Discrete-time  Nonaffine System  Nn  Feedback Control  Online Learning  Mimo  Lyapunov Method  
Multiple Actor-Critic Structures for Continuous-Time Optimal Control Using Input-Output Data 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2015, 卷号: 26, 期号: 4, 页码: 851-865
作者:  Song, Ruizhuo;  Lewis, Frank;  Wei, Qinglai;  Zhang, Hua-Guang;  Jiang, Zhong-Ping;  Levine, Dan;  Qinglai Wei
浏览  |  Adobe PDF(3455Kb)  |  收藏  |  浏览/下载：426/180  |  提交时间：2015/09/21
Actor-critic  Approximate Dynamic Programming (Adp)  Category  Optimal Control  Shunting Inhibitory Artificial Neural Network (Siann)  
Error Bounds of Adaptive Dynamic Programming Algorithms for Solving Undiscounted Optimal Control Problems 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2015, 卷号: 26, 期号: 6, 页码: 1323-1334
作者:  Liu, Derong;  Li, Hongliang;  Wang, Ding
Adobe PDF(1114Kb)  |  收藏  |  浏览/下载：311/96  |  提交时间：2015/09/17
Adaptive Critic Designs  Adaptive Dynamic Programming (Adp)  Approximate Dynamic Programming  Neural Networks  Neurodynamic Programming  Nonlinear Systems  Optimal Control  
Reinforcement-Learning-Based Robust Controller Design for Continuous-Time Uncertain Nonlinear Systems Subject to Input Constraints 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2015, 卷号: 45, 期号: 7, 页码: 1372-1385
作者:  Liu, Derong;  Yang, Xiong;  Wang, Ding;  Wei, Qinglai
浏览  |  Adobe PDF(1179Kb)  |  收藏  |  浏览/下载：507/253  |  提交时间：2015/09/17
Approximate Dynamic Programming (Adp)  Neural Networks (Nns)  Neuro-dynamic Programming  Nonlinear Systems  Optimal Control  Reinforcement Learning (Rl)  Robust Control