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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
作者:  Luo, Biao;  Wu, Huai-Ning;  Huang, Tingwen;  Liu, Derong
Adobe PDF(530Kb)  |  收藏  |  浏览/下载：461/201  |  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  
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
作者:  Wei QingLai;  Liu DeRong;  Derong Liu
浏览  |  Adobe PDF(1215Kb)  |  收藏  |  浏览/下载：306/125  |  提交时间：2016/03/19
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
作者:  Liu, Derong;  Wei, Qinglai;  Yan, Pengfei
浏览  |  Adobe PDF(1540Kb)  |  收藏  |  浏览/下载：234/70  |  提交时间：2016/03/19
Adaptive Critic Designs  Adaptive Dynamic Programming (Adp)  Approximate Dynamic Programming  Generalized Policy Iteration  Neural Networks  Neuro-dynamic Programming  Nonlinear Systems  Optimal Control  Reinforcement Learning  
Computational Energy Management in Smart Grids 期刊论文
NEUROCOMPUTING, 2015, 卷号: 170, 页码: 267-269
作者:  Squartini, Stefano;  Liu, Derong;  Piazza, Francesco;  Zhao, Dongbin;  He, Haibo
收藏  |  浏览/下载：278/0  |  提交时间：2015/11/04
Energy Management  Computational Intelligence  Smart Grids  
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
作者:  Xu, Yancai;  Liu, Derong;  Wei, Qinglai;  Qinglai Wei
浏览  |  Adobe PDF(809Kb)  |  收藏  |  浏览/下载：312/108  |  提交时间：2015/10/13
Action Dependent Heuristic Dynamic Programming  Residential Energy Management  Energy Scheduling  Control Sequence  Control Strategy  
Convergence analysis and application of fuzzy-HDP for nonlinear discrete-time HJB systems 期刊论文
NEUROCOMPUTING, 2015, 卷号: 149, 页码: 124-131
作者:  Zhu, Yuanheng;  Zhao, Dongbin;  Liu, Derong
浏览  |  Adobe PDF(860Kb)  |  收藏  |  浏览/下载：278/100  |  提交时间：2015/10/13
Discrete-time Nonlinear System  T-s Fuzzy System  Hdp  
Neural-network-based adaptive optimal tracking control scheme for discrete-time nonlinear systems with approximation errors 期刊论文
NEUROCOMPUTING, 2015, 卷号: 149, 期号: x, 页码: 106-115
作者:  Wei, Qinglai;  Liu, Derong;  Qinglai Wei
浏览  |  Adobe PDF(836Kb)  |  收藏  |  浏览/下载：287/114  |  提交时间：2015/10/13
Adaptive Dynamic Programming  Adaptive Critic Designs  Approximate Dynamic Programming  Value Iteration  Approximation Errors  Optimal Tracking Control  
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：299/72  |  提交时间：2015/09/23
Fault Tolerant Control  Decentralized Control  Sliding Mode Observer  Reconfigurable Manipulator  
Finite horizon optimal tracking control of partially unknown linear continuous-time systems using policy iteration 期刊论文
IET CONTROL THEORY AND APPLICATIONS, 2015, 卷号: 9, 期号: 12, 页码: 1791-1801
作者:  Li, Chao;  Liu, Derong;  Li, Hongliang
浏览  |  Adobe PDF(669Kb)  |  收藏  |  浏览/下载：298/91  |  提交时间：2015/09/23
Optimal Tracking Control  
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：664/220  |  提交时间：2015/09/23
Centralized Control  Decentralized Control  Event-triggered  Fixed Topology  Group Consensus  Multi-agent Systems