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Robotic Knee Tracking Control to Mimic the Intact Human Knee Profile Based on Actor-Critic Reinforcement Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 1, 页码: 19-30
Authors:  Ruofan Wu;  Zhikai Yao;  Jennie Si;  He (Helen) Huang
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Automatic tracking of intact knee  configuration of robotic knee prosthesis  direct heuristic dynamic programming (dHDP)  reinforcement learning control  
Generalized Actor-Critic Learning Optimal Control in Smart Home Energy Management 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 卷号: 17, 期号: 10, 页码: 6614-6623
Authors:  Wei, Qinglai;  Liao, Zehua;  Shi, Guang
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Optimal control  Process control  Smart homes  Dynamic programming  Numerical models  Iterative methods  Informatics  Actor-critic learning  adaptive critic designs  adaptive dynamic programming (ADP)  approximate dynamic programming  energy management  optimal control  smart grid  
Optimal Feedback Control of Pedestrian Flow in Heterogeneous Corridors 期刊论文
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2021, 卷号: 18, 期号: 3, 页码: 1097-1108
Authors:  Zhu, Yuanheng;  Zhao, Dongbin;  He, Haibo
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Microscopy  Feedback control  Mathematical model  Data models  Dynamic programming  Psychology  Computational modeling  Adaptive dynamic programming (ADP)  heterogeneous corridors  macroscopic pedestrian dynamics  optimal feedback control  pedestrian flow  
Sliding-Mode Surface-Based Approximate Optimal Control for Uncertain Nonlinear Systems With Asymptotically Stable Critic Structure 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2021, 卷号: 51, 期号: 6, 页码: 2858-2869
Authors:  Zhao, Bo;  Liu, Derong;  Alippi, Cesare
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Optimal control  Perturbation methods  Nonlinear systems  Uncertainty  Cost function  Stability analysis  Adaptive systems  Adaptive critic designs  adaptive dynamic programming (ADP)  optimal control  sliding mode surface (SMS)  unknown mismatched perturbations  
A real-time tracking controller for piezoelectric actuators based on reinforcement learning and inverse compensation 期刊论文
SUSTAINABLE CITIES AND SOCIETY, 2021, 卷号: 69, 页码: 9
Authors:  Qin, Shijie;  Cheng, Long
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Piezoelectric actuators  Real-time tracking control  Reinforcement learning  Adaptive dynamic programming  Hysteresis compensation  
博弈对抗环境中智能策略研究 学位论文
工学博士, 北京: 中国科学院自动化研究所, 2021
Authors:  唐振韬
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深度强化学习  统计前向规划  策略博弈  智能决策  游戏人工智能  
Continuous-Time Distributed Policy Iteration for Multicontroller Nonlinear Systems 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2021, 卷号: 51, 期号: 5, 页码: 2372-2383
Authors:  Wei, Qinglai;  Li, Hongyang;  Yang, Xiong;  He, Haibo
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Optimal control  Nonlinear systems  Decentralized control  Mathematical model  Convergence  Multi-agent systems  Adaptive dynamic programming (ADP)  approximate dynamic programming  distributed policy iteration  nonlinear systems  optimal control  
Self-Learning Optimal Control for Ice-Storage Air Conditioning Systems via Data-Based Adaptive Dynamic Programming 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2021, 卷号: 68, 期号: 4, 页码: 3599-3608
Authors:  Wei, Qinglai;  Liao, Zehua;  Song, Ruizhuo;  Zhang, Pinjia;  Wang, Zhuo;  Xiao, Jun
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Optimal control  Air conditioning  Load modeling  Neural networks  Dynamic programming  Predictive models  Adaptive dynamic programming (ADP)  cooling load prediction  ice-storage air conditioning (IAC)  neural network  optimal control  
A partial policy iteration ADP algorithm for nonlinear neuro-optimal control with discounted total reward 期刊论文
NEUROCOMPUTING, 2021, 卷号: 424, 页码: 23-34
Authors:  Liang, Mingming;  Wei, Qinglai
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Adaptive critic designs  Adaptive dynamic programming  Policy iteration  Neural networks  Neuro-dynamic programming  Nonlinear systems  Optimal control  
Adaptive Dynamic Programming for Control: A Survey and Recent Advances 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 卷号: 51, 期号: 1, 页码: 142-160
Authors:  Liu, Derong;  Xue, Shan;  Zhao, Bo;  Luo, Biao;  Wei, Qinglai
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Adaptive critic designs (ACDs)  adaptive dynamic programming  approximate dynamic programming  intelligent control  learning control  neural dynamic programming  neuro-dynamic programming  optimal control  reinforcement learning (RL)