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Near-optimal online control of uncertain nonlinear continuous-time systems based on concurrent learning 会议论文
International Joint Conference on Neural Networks (IJCNN), Beijing, 2014
作者:  Xiong Yang;  Derong Liu;  Qinglai Wei
浏览  |  Adobe PDF(951Kb)  |  收藏  |  浏览/下载：301/86  |  提交时间：2015/08/19
Neural-network-based approach to finite-time optimal control for a class of unknown nonlinear systems 期刊论文
SOFT COMPUTING, 2014, 卷号: 18, 期号: 8, 页码: 1645-1653
作者:  Song, Ruizhuo;  Xiao, Wendong;  Wei, Qinglai;  Sun, Changyin;  Ruizhuo Song
浏览  |  Adobe PDF(483Kb)  |  收藏  |  浏览/下载：396/107  |  提交时间：2015/08/12
Adaptive Dynamic Programming  Approximate Dynamic Programming  Unknown Nonlinear Systems  Optimal Control  Data-based  
Discrete-time online learning control for a class of unknown nonaffine nonlinear systems using reinforcement learning 期刊论文
NEURAL NETWORKS, 2014, 卷号: 55, 页码: 30-41
作者:  Yang, Xiong;  Liu, Derong;  Wang, Ding;  Wei, Qinglai
浏览  |  Adobe PDF(684Kb)  |  收藏  |  浏览/下载：405/149  |  提交时间：2015/08/12
Adaptive Critic Design  Neural Network  Nonaffine Nonlinear System  Online Learning  Reinforcement Learning  
Data-based analysis of discrete-time linear systems in noisy environment: Controllability and observability 期刊论文
INFORMATION SCIENCES, 2014, 卷号: 288, 页码: 314-329
作者:  Liu, Derong;  Yan, Pengfei;  Wei, Qinglai
浏览  |  Adobe PDF(625Kb)  |  收藏  |  浏览/下载：293/67  |  提交时间：2015/08/12
Controllability  Observability  Discrete-time Linear System  Data-based Method  Noisy Environment  
Online approximate optimal control for affine non-linear systems with unknown internal dynamics using adaptive dynamic programming 期刊论文
IET CONTROL THEORY AND APPLICATIONS, 2014, 卷号: 8, 期号: 16, 页码: 1676-1688
作者:  Yang, Xiong;  Liu, Derong;  Wei, Qinglai
浏览  |  Adobe PDF(624Kb)  |  收藏  |  浏览/下载：365/143  |  提交时间：2015/08/12
Data-Driven Neuro-Optimal Temperature Control of Water-Gas Shift Reaction Using Stable Iterative Adaptive Dynamic Programming 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2014, 卷号: 61, 期号: 11, 页码: 6399-6408
作者:  Wei, Qinglai;  Liu, Derong;  Derong Liu
浏览  |  Adobe PDF(664Kb)  |  收藏  |  浏览/下载：296/109  |  提交时间：2015/08/12
Adaptive Critic Designs  Adaptive Dynamic Programming (Adp)  Approximate Dynamic Programming  Approximation Errors  Data-driven Control  Neural Networks (Nns)  Optimal Control  Reinforcement Learning  Water-gas Shift (Wgs)  
Finite-Approximation-Error-Based Discrete-Time Iterative Adaptive Dynamic Programming 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2014, 卷号: 44, 期号: 12, 页码: 2820-2833
作者:  Wei, Qinglai;  Wang, Fei-Yue;  Liu, Derong;  Yang, Xiong
浏览  |  Adobe PDF(1826Kb)  |  收藏  |  浏览/下载：333/122  |  提交时间：2015/08/12
Adaptive Critic Designs  Adaptive Dynamic Programming (Adp)  Approximate Dynamic Programming  Approximation Error  Neural Networks  Neuro-dynamic Programming  Nonlinear Systems  Optimal Control  Reinforcement Learning  Value Iteration