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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  
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
Authors:  Wei, Qinglai;  Wang, Fei-Yue;  Liu, Derong;  Yang, Xiong
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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  
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  
A Novel Iterative theta-Adaptive Dynamic Programming for Discrete-Time Nonlinear Systems 期刊论文
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2014, 卷号: 11, 期号: 4, 页码: 1176-1190
Authors:  Wei, Qinglai;  Liu, Derong;  Derong Liu
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Adaptive Critic Designs  Adaptive Dynamic Programming  Approximate Dynamic Programming  Neural Networks  Neuro-dynamic Programming  Nonlinear Systems  Optimal Control  Policy Iteration  Reinforcement Learning  Value Iteration  
Adaptive Dynamic Programming for Optimal Tracking Control of Unknown Nonlinear Systems With Application to Coal Gasification 期刊论文
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2014, 卷号: 11, 期号: 4, 页码: 1020-1036
Authors:  Wei, Qinglai;  Liu, Derong;  Derong Liu
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Adaptive Dynamic Programming  Coal Gasification  Data-based Control  Finite Approximation Errors  Neural Networks  Optimal Tracking Control  
Model-free adaptive dynamic programming for optimal control of discrete-time affine nonlinear system 会议论文
Proceedings of International Federation of Automatic Control 2014, South Africa, 2014-08
Authors:  Xia ZP(夏中谱);  Dongbin Zhao
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Model-free Adaptive Dynamic Programming  Reinforcement Learning  Policy Iteration  Multilayer Perceptron Neural Network.  
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
Authors:  Song, Ruizhuo;  Xiao, Wendong;  Wei, Qinglai;  Sun, Changyin;  Ruizhuo Song
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Adaptive Dynamic Programming  Approximate Dynamic Programming  Unknown Nonlinear Systems  Optimal Control  Data-based