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A Hierarchical Deep Reinforcement Learning Framework for 6-DOF UCAV Air-to-Air Combat 期刊论文
IEEE Transactions on Systems, Man and Cybernetics: Systems, 2023, 页码: DOI: 10.1109/TSMC.2023.3270444
作者:  Jiajun Chai;  Wenzhang Chen;  Yuanheng Zhu;  Zong-xin Yao,;  Dongbin Zhao
Adobe PDF(9249Kb)  |  收藏  |  浏览/下载：198/107  |  提交时间：2023/04/26
Online Minimax Q Network Learning for Two-Player Zero-Sum Markov Games 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 卷号: 33, 期号: 3, 页码: 1228-1241
作者:  Zhu, Yuanheng;  Zhao, Dongbin
收藏  |  浏览/下载：196/0  |  提交时间：2022/06/10
Games  Nash equilibrium  Mathematical model  Markov processes  Convergence  Dynamic programming  Training  Deep reinforcement learning (DRL)  generalized policy iteration (GPI)  Markov game (MG)  Nash equilibrium  Q network  zero sum  
Empirical Policy Optimization for n-Player Markov Games 期刊论文
IEEE Transactions on Cybernetics, 2022, 页码: doi={10.1109/TCYB.2022.3179775}
作者:  Yuanheng Zhu;  Weifan Li;  Mengchen Zhao;  Jianye Hao;  Dongbin Zhao
Adobe PDF(1739Kb)  |  收藏  |  浏览/下载：89/36  |  提交时间：2023/04/26
Hierarchical optimal control for input-affine nonlinear systems through the formulation of Stackelberg game 期刊论文
INFORMATION SCIENCES, 2020, 卷号: 517, 页码: 1-17
作者:  Mu, Chaoxu;  Wang, Ke;  Zhang, Qichao;  Zhao, Dongbin
收藏  |  浏览/下载：206/0  |  提交时间：2020/04/07
Nonzero-sum differential game  Hierarchical optimization  Nonlinear dynamics  Stackelberg equilibrium  Neural network  
Multi-Agent Reinforcement Learning Based on Clustering in Two-Player Games 会议论文
, Xiamen, China, 2019-12-6
作者:  Li WF(李伟凡);  Zhu YH(朱圆恒);  Zhao DB(赵冬斌)
Adobe PDF(488Kb)  |  收藏  |  浏览/下载：108/35  |  提交时间：2023/06/28
reinforcement learning  unsupervised clustering  matrix game  
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
作者:  Zhang, Qichao;  Zhao, Dongbin
浏览  |  Adobe PDF(1021Kb)  |  收藏  |  浏览/下载：407/120  |  提交时间：2019/07/12
Integral reinforcement learning (IRL)  neural network (NN)  nonzero-sum (NZS) games  off-policy  single-critic  unknown drift dynamics  
Value Iteration Algorithm for Optimal Consensus Control of Multi-agent Systems 会议论文
, Siem Reap, Cambodia, Dec.14-16
作者:  Zhang Qichao;  Zhao Dongbin
收藏  |  浏览/下载：82/0  |  提交时间：2019/10/09
Off-Policy Reinforcement Learning for Partially Unknown Nonzero-Sum Games 会议论文
, Guangzhou China, November 14–18
作者:  Zhang,Qichao;  Zhao,Dongbin;  Zhang,Sibo
浏览  |  Adobe PDF(119Kb)  |  收藏  |  浏览/下载：237/84  |  提交时间：2017/12/28
Event-Triggered H-infinity Control for Continuous-Time Nonlinear System via Concurrent Learning 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2017, 卷号: 47, 期号: 7, 页码: 1071-1081
作者:  Zhang, Qichao;  Zhao, Dongbin;  Zhu, Yuanheng
浏览  |  Adobe PDF(2937Kb)  |  收藏  |  浏览/下载：521/238  |  提交时间：2017/05/04
Concurrent Learning  Event-triggered Control  H-infinity Optimal Control  Neural Networks (Nns)  Zero-sum (Zs) Game  
FMRQ-A Multiagent Reinforcement Learning Algorithm for Fully Cooperative Tasks 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2017, 卷号: 47, 期号: 6, 页码: 1367-1379
作者:  Zhang, Zhen;  Zhao, Dongbin;  Gao, Junwei;  Wang, Dongqing;  Dai, Yujie
收藏  |  浏览/下载：281/0  |  提交时间：2017/07/18
Multiagent Reinforcement Learning (Marl)  Nash Equilibrium  Q-learning  Repeated Game