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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
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Integral reinforcement learning (IRL)  neural network (NN)  nonzero-sum (NZS) games  off-policy  single-critic  unknown drift dynamics  
Adaptive cruise control via adaptive dynamic programming with experience replay 期刊论文
SOFT COMPUTING, 2019, 卷号: 23, 期号: 12, 页码: 4131-4144
Authors:  Wang, Bin;  Zhao, Dongbin;  Cheng, Jin
Favorite  |  View/Download:8/0  |  Submit date:2019/07/11
Adaptive cruise control  Adaptive dynamic programming  Experience replay  Reinforcement learning  Neural networks  
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
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Deep Learning  Autonomous Driving  Visual Control  Reinforcement Learning  Deep Learning  Autonomous Driving  Visual Control  Reinforcement Learning  
Adaptive Reinforcement Learning Control Based on Neural Approximation for Nonlinear Discrete-Time Systems With Unknown Nonaffine Dead-Zone Input 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 卷号: 30, 期号: 1, 页码: 295-305
Authors:  Liu, Yan-Jun;  Li, Shu;  Tong, Shaocheng;  Chen, C. L. Philip
Favorite  |  View/Download:10/0  |  Submit date:2019/07/12
Discrete-time systems  neural networks (NNs)  nonlinear systems  optimal control  reinforcement learning  
Learning Deep Decentralized Policy Network by Collective Rewards for Real-Time Combat Game 会议论文
, Macao, China, August 10-16, 2019
Authors:  Peixi Peng;  Junliang Xing;  Lili Cao;  Lisen Mu;  Chang Huang
View  |  Adobe PDF(762Kb)  |  Favorite  |  View/Download:7/2  |  Submit date:2019/10/10
Multi-agent Learning  Deep Decentralized Policy Network  Real-time Combat Game  
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:38/28  |  Submit date:2019/10/09
Automatic Exploration  Deep Reinforcement Learning  Optimal Decision  Partial Observation  
Learning and Guaranteed Cost Control With Event-Based Adaptive Critic Implementation 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 12, 页码: 6004-6014
Authors:  Wang, Ding;  Liu, Derong
Favorite  |  View/Download:4/0  |  Submit date:2019/07/12
Adaptive dynamic programming  event-based design  guaranteed cost control  optimal control  self-learning technique  
Adaptive Q-Learning for Data-Based Optimal Output Regulation With Experience Replay 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2018, 卷号: 48, 期号: 12, 页码: 3337-3348
Authors:  Luo, Biao;  Yang, Yin;  Liu, Derong
Favorite  |  View/Download:27/0  |  Submit date:2019/01/08
Data-based  experience replay  neural networks (NNs)  off-policy  optimal control  Q-learning (QL)  
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  
A Brain-Inspired Decision-Making Spiking Neural Network and Its Application in Unmanned Aerial Vehicle 期刊论文
Frontiers in Neurorobotics, 2018, 期号: 12, 页码: 56
Authors:  Zhao Feifei;  Zeng Yi;  Xu Bo
View  |  Adobe PDF(2166Kb)  |  Favorite  |  View/Download:53/14  |  Submit date:2019/04/22
Spiking Neural Network  Brain-inspired Decision-making  Dopamine Regulation  Multiple Brain Areas Coordination  Reinforcement Learning  UAV Autonomous Learning