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A novel policy iteration based deterministic Q-learning for discrete-time nonlinear systems 期刊论文
SCIENCE CHINA-INFORMATION SCIENCES, 2015, 卷号: 58, 期号: 12, 页码: 122203:1–122203:15
Authors:  Wei QingLai;  Liu DeRong;  Derong Liu
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Adaptive Critic Designs  Adaptive Dynamic Programming  Approximate Dynamic Programming  Q-learning  Policy Iteration  Neural Networks  Nonlinear Systems  Optimal Control  
Generalized Policy Iteration Adaptive Dynamic Programming for Discrete-Time Nonlinear Systems 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2015, 卷号: 45, 期号: 12, 页码: 1577-1591
Authors:  Liu, Derong;  Wei, Qinglai;  Yan, Pengfei
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Adaptive Critic Designs  Adaptive Dynamic Programming (Adp)  Approximate Dynamic Programming  Generalized Policy Iteration  Neural Networks  Neuro-dynamic Programming  Nonlinear Systems  Optimal Control  Reinforcement Learning  
Convergence Proof of Approximate Policy Iteration for Undiscounted Optimal Control of Discrete-Time Systems 期刊论文
COGNITIVE COMPUTATION, 2015, 卷号: 7, 期号: 6, 页码: 763-771
Authors:  Zhu, Yuanheng;  Zhao, Dongbin;  He, Haibo;  Ji, Junhong
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Approximate Policy Iteration  Approximation Error  Optimal Control  Fuzzy Approximator  
Nonlinear neuro-optimal tracking control via stable iterative Q-learning algorithm 期刊论文
NEUROCOMPUTING, 2015, 卷号: 168, 期号: x, 页码: 520-528
Authors:  Wei, Qinglai;  Song, Ruizhuo;  Sun, Qiuye;  Qinglai Wei
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Adaptive Dynamic Programming  Approximate  Dynamic Programming  Q-learning  Optimal Tracking Control  Neural Networks  
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
Authors:  Luo, Biao;  Huang, Tingwen;  Wu, Huai-Ning;  Yang, Xiong
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Data Driven  
Event-Triggered H∞ Control for Continuous-Time Nonlinear System 会议论文
, South Korea, 2015-11
Authors:  Zhao, Dongbin;  Zhang, Qichao;  Li, Xiangjun;  Kong, Lingda
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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
Authors:  Luo, Biao;  Wu, Huai-Ning;  Huang, Tingwen;  Liu, Derong
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Constrained Optimal Control  Data-based  Off-policy Reinforcement Learning  Hamilton-jacobi-bellman Equation  The Method Of Weighted Residuals  
Model-Free Optimal Control for Affine Nonlinear Systems With Convergence Analysis 期刊论文
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2015, 卷号: 12, 期号: 4, 页码: 1461-1468
Authors:  Zhao, Dongbin;  Xia, Zhongpu;  Wang, Ding
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Action Dependent Heuristic Dynamic Programming  Adaptive Dynamic Programming  Model-free Optimal Control  Neural Networks  Policy Iteration  
Action dependent heuristic dynamic programming based residential energy scheduling with home energy inter-exchange 期刊论文
ENERGY CONVERSION AND MANAGEMENT, 2015, 卷号: 103, 期号: x, 页码: 553-561
Authors:  Xu, Yancai;  Liu, Derong;  Wei, Qinglai;  Qinglai Wei
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Action Dependent Heuristic Dynamic Programming  Residential Energy Management  Energy Scheduling  Control Sequence  Control Strategy  
Neural-network-based decentralized control of continuous-time nonlinear interconnected systems with unknown dynamics 期刊论文
NEUROCOMPUTING, 2015, 期号: 165, 页码: 90-98
Authors:  Liu, Derong;  Li, Chao;  Li, Hongliang;  Wang, Ding;  Ma, Hongwen
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Adaptive Dynamic Programming  Decentralized Control  Optimal Control  Policy Iteration  Neural Networks