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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  
Control-Limited Adaptive Dynamic Programming for Multi-Battery Energy Storage Systems 期刊论文
IEEE TRANSACTIONS ON SMART GRID, 2019, 卷号: 10, 期号: 4, 页码: 4235-4244
Authors:  Zhu, Yuanheng;  Zhao, Dongbin;  Li, Xiangjun;  Wang, Ding
Favorite  |  View/Download:0/0  |  Submit date:2019/09/30
Microgrid  energy storage system  multi-battery management system  adaptive dynamic programming  control-limited optimization  
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:6/0  |  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
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  
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:24/18  |  Submit date:2019/10/09
Automatic Exploration  Deep Reinforcement Learning  Optimal Decision  Partial Observation  
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  
Policy Iteration for H infinity Optimal Control of Polynomial Nonlinear Systems via Sum of Squares Programming 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2018, 卷号: 48, 期号: 2, 页码: 500-509
Authors:  Zhu, Yuanheng;  Zhao, Dongbin;  Yang, Xiong;  Zhang, Qichao
Favorite  |  View/Download:47/0  |  Submit date:2018/10/10
Adaptive Dynamic Programming (Adp)  h Infinity Optimal Control  Policy Iteration (Pi)  Polynomial Nonlinear Systems  Sum Of Squares (Sos)  
Event-Based Robust Control for Uncertain Nonlinear Systems Using Adaptive Dynamic Programming 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 1, 页码: 37-50
Authors:  Zhang, Qichao;  Zhao, Dongbin;  Wang, Ding
View  |  Adobe PDF(2233Kb)  |  Favorite  |  View/Download:175/115  |  Submit date:2017/05/04
Adaptive Dynamic Programming (Adp)  Event-based Control  Neural Network (Nn)  Robust Control  Unmatched Uncertainties  
Deep Reinforcement Learning With Visual Attention for Vehicle Classification 期刊论文
IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS, 2017, 卷号: 9, 期号: 4, 页码: 356-367
Authors:  Zhao, Dongbin;  Chen, Yaran;  Lv, Le
View  |  Adobe PDF(3192Kb)  |  Favorite  |  View/Download:413/270  |  Submit date:2017/05/08
Convolutional Neural Network (Cnn)  Reinforcement Learning  Vehicle Classification  Visual Attention