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Neural-Network-Based Online HJB Solution for Optimal Robust Guaranteed Cost Control of Continuous-Time Uncertain Nonlinear Systems 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2014, 卷号: 44, 期号: 12, 页码: 2834-2847
Authors:  Liu, Derong;  Wang, Ding;  Wang, Fei-Yue;  Li, Hongliang;  Yang, Xiong
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Adaptive Critic Designs  Adaptive/approximate Dynamic Programming (Adp)  Hamilton-jacobi-bellman (Hjb) Equation  Neural Networks  Optimal Robust Guaranteed Cost Control  Uncertain Nonlinear Systems  
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  
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
Authors:  Yang, Xiong;  Liu, Derong;  Wei, Qinglai
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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
Authors:  Wei, Qinglai;  Liu, Derong;  Derong Liu
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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)  
Neural-network-based robust optimal control design for a class of uncertain nonlinear systems via adaptive dynamic programming 期刊论文
INFORMATION SCIENCES, 2014, 卷号: 282, 页码: 167-179
Authors:  Wang, Ding;  Liu, Derong;  Li, Hongliang;  Ma, Hongwen
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Adaptive Dynamic Programming  Approximate Dynamic Programming  Decentralized Optimal Control  Neural Network  Robust Optimal Control  
Online Synchronous Approximate Optimal Learning Algorithm for Multiplayer Nonzero-Sum Games With Unknown Dynamics 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2014, 卷号: 44, 期号: 8, 页码: 1015-1027
Authors:  Liu, Derong;  Li, Hongliang;  Wang, Ding
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Adaptive Dynamic Programming (Adp)  Approximate Dynamic Programming  Multiplayer Nonzero-sum Games  Neural Networks  Neuro-dynamic Programming  Policy Iteration  
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
Authors:  Yang, Xiong;  Liu, Derong;  Wang, Ding;  Wei, Qinglai
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Adaptive Critic Design  Neural Network  Nonaffine Nonlinear System  Online Learning  Reinforcement Learning  
Integral Reinforcement Learning for Linear Continuous-Time Zero-Sum Games With Completely Unknown Dynamics 期刊论文
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2014, 卷号: 11, 期号: 3, 页码: 706-714
Authors:  Li, Hongliang;  Liu, Derong;  Wang, Ding
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Adaptive Critic Designs  Adaptive Dynamic Programming  Approximate Dynamic Programming  Reinforcement Learning  Policy Iteration  Zero-sum Games  
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  
Stable iterative adaptive dynamic programming algorithm with approximation errors for discrete-time nonlinear systems 期刊论文
NEURAL COMPUTING & APPLICATIONS, 2014, 卷号: 24, 期号: 6, 页码: 1355-1367
Authors:  Wei, Qinglai;  Liu, Derong;  Derong Liu
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Adaptive Dynamic Programming  Approximate Dynamic Programming  Adaptive Critic Designs  Optimal Control  Neural Networks  Nonlinear Systems