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Data-Based Reinforcement Learning for Nonzero-Sum Games With Unknown Drift Dynamics 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2019, 卷号: 49, 期号: 8, 页码: 2874-2885
Authors:  Zhang, Qichao;  Zhao, Dongbin
View  |  Adobe PDF(1021Kb)  |  Favorite  |  View/Download:13/0  |  Submit date:2019/07/12
Integral reinforcement learning (IRL)  neural network (NN)  nonzero-sum (NZS) games  off-policy  single-critic  unknown drift dynamics  
Reinforcement Learning and Deep Learning based Lateral Control for Autonomous Driving 期刊论文
IEEE Computational Intelligence Magazine, IEEE Computational Intelligence Magazine, 2019, 2019, 卷号: 14, 14, 期号: 2, 页码: 83-98, 83-98
Authors:  Dong Li;  Dongbin Zhao;  Qichao Zhang;  Yaran Chen
View  |  Adobe PDF(2205Kb)  |  Favorite  |  View/Download:37/14  |  Submit date:2019/04/25
Deep Learning  Autonomous Driving  Visual Control  Reinforcement Learning  Deep Learning  Autonomous Driving  Visual Control  Reinforcement Learning  
基于自适应动态规划的可重构机器人系统分散控制方法研究 研究报告
2019
Authors:  董博
Adobe PDF(2806Kb)  |  Favorite  |  View/Download:55/1  |  Submit date:2019/03/12
可重构机器人  分散控制  自适应动态规划  滑模控制  最优控制  动力学耦合效应  关节力矩估计  谐波传动  
StarCraft Micromanagement With Reinforcement Learning and Curriculum Transfer Learning 期刊论文
IEEE Transactions on Emerging Topics in Computational Intelligence, 2019, 卷号: 3, 期号: 1, 页码: 73-84
Authors:  Kun Shao;  Yuanheng Zhu;  Dongbin Zhao
View  |  Adobe PDF(4125Kb)  |  Favorite  |  View/Download:56/39  |  Submit date:2019/04/22
Reinforcement Learning, Transfer Learning, Curriculum Learning, Neural Network, Game Ai  
Deep reinforcement learning based automatic exploration for navigation in unknown environment 期刊论文
IEEE Transactions on Neural Network and Learning Systems, 2019, 期号: early acess, 页码: 1-13
Authors:  Li Haoran;  Zhang Qichao;  Zhao Dongbin
View  |  Adobe PDF(2946Kb)  |  Favorite  |  View/Download:21/15  |  Submit date:2019/10/09
Automatic Exploration  Deep Reinforcement Learning  Optimal Decision  Partial Observation  
Reinforcement learning for robust adaptive control of partially unknown nonlinear systems subject to unmatched uncertainties 期刊论文
INFORMATION SCIENCES, 2018, 卷号: 463, 页码: 307-322
Authors:  Yang, Xiong;  He, Haibo;  Wei, Qinglai;  Luo, Biao
Favorite  |  View/Download:46/0  |  Submit date:2018/10/10
Adaptive Dynamic Programming  Neural Networks  Optimal Control  Reinforcement Learning  Robust Control  Unmatched Uncertainty  
Adaptive dynamic programming-based stabilization of nonlinear systems with unknown actuator saturation 期刊论文
NONLINEAR DYNAMICS, 2018, 卷号: 93, 期号: 4, 页码: 2089-2103
Authors:  Zhao, Bo;  Jia, Lihao;  Xia, Hongbing;  Li, Yuanchun
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Adaptive Dynamic Programming  Unknown Actuator Saturation  Continuous-time Nonlinear Systems  Stabilizing Control  Neural Networks  
Adaptive Constrained Optimal Control Design for Data-Based Nonlinear Discrete-Time Systems With Critic-Only Structure 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 6, 页码: 2099-2111
Authors:  Luo, Biao;  Liu, Derong;  Wu, Huai-Ning
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Adaptive Control  Adaptive Dynamic Programming  Constraints  Critic-only  Data-based  Optimal Control  Q-learning  
Discrete-Time Stable Generalized Self-Learning Optimal Control With Approximation Errors 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 4, 页码: 1226-1238
Authors:  Wei, Qinglai;  Li, Benkai;  Song, Ruizhuo
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Adaptive Critic Designs  Adaptive Dynamic Programming (Adp)  Approximate Dynamic Programming  Generalized Policy Iteration (Gpi)  Neural Networks  Neurodynamic Programming  Nonlinear Systems  Optimal Control  Reinforcement Learning  
Comprehensive comparison of online ADP algorithms for continuous-time optimal control 期刊论文
ARTIFICIAL INTELLIGENCE REVIEW, 2018, 卷号: 49, 期号: 4, 页码: 531-547
Authors:  Zhu, Yuanheng;  Zhao, Dongbin
Adobe PDF(766Kb)  |  Favorite  |  View/Download:79/29  |  Submit date:2017/09/13
Adaptive Dynamic Programming  Policy Iteration  Integral Reinforcement Learning  Experience Replay  Off-policy