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Output Tracking Control Based on Adaptive Dynamic Programming With Multistep Policy Evaluation 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2019, 卷号: 49, 期号: 10, 页码: 2155-2165
Authors:  Luo, Biao;  Liu, Derong;  Huang, Tingwen;  Liu, Jiangjiang
Favorite  |  View/Download:6/0  |  Submit date:2019/12/16
Adaptive dynamic programming (ADP)  Bellman equation  heuristic dynamic programming  neural networks (NNs)  output tracking control  
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  
Decentralized robust zero-sum neuro-optimal control for modular robot manipulators in contact with uncertain environments: theory and experimental verification 期刊论文
NONLINEAR DYNAMICS, 2019, 卷号: 97, 期号: 1, 页码: 503-524
Authors:  Dong, Bo;  An, Tianjiao;  Zhou, Fan;  Liu, Keping;  Li, Yuanchun
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Modular robot manipulators  Adaptive dynamic programming  Decentralized control  Optimal control  Zero-sum game  
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:16/0  |  Submit date:2019/07/11
Adaptive cruise control  Adaptive dynamic programming  Experience replay  Reinforcement learning  Neural networks  
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:69/1  |  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
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Reinforcement Learning, Transfer Learning, Curriculum Learning, Neural Network, Game Ai  
Actor-Critic-Identifier Structure-Based Decentralized Neuro-Optimal Control of Modular Robot Manipulators With Environmental Collisions 期刊论文
IEEE ACCESS, 2019, 卷号: 7, 页码: 96148-96165
Authors:  Dong, Bo;  An, Tianjiao;  Zhou, Fan;  Liu, Keping;  Yu, Weibo;  Li, Yuanchun
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Adaptive dynamic programming  collision identification  decentralized optimal control  modular robot manipulators  zero-sum game  
Decentralized control for large-scale nonlinear systems with unknown mismatched interconnections via policy iteration 期刊论文
IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2018, 卷号: 48, 期号: 10, 页码: 1725-1735
Authors:  Zhao B(赵博);  Ding Wang
View  |  Adobe PDF(768Kb)  |  Favorite  |  View/Download:121/21  |  Submit date:2018/10/14
Adaptive Dynamic Programming  Decentralized Control  Large-scale Systems  Neural Networks  
Data-Driven Finite-Horizon Approximate Optimal Control for Discrete-Time Nonlinear Systems Using Iterative HDP Approach 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2018, 卷号: 48, 期号: 10, 页码: 2948-2961
Authors:  Mu, Chaoxu;  Wang, Ding;  He, Haibo
Favorite  |  View/Download:14/0  |  Submit date:2019/12/16
Adaptive Dynamic Programming (Adp)  Data-driven Control  Finite-horizon Optimal Control  Heuristic Dynamic Programming (Hdp)  Learning Control  Neural Networks  
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
View  |  Adobe PDF(1069Kb)  |  Favorite  |  View/Download:86/37  |  Submit date:2018/10/10
Adaptive Dynamic Programming  Unknown Actuator Saturation  Continuous-time Nonlinear Systems  Stabilizing Control  Neural Networks