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Monte Carlo-based reinforcement learning control for unmanned aerial vehicle systems 期刊论文
NEUROCOMPUTING, 2022, 卷号: 507, 页码: 282-291
Authors:  Wei, Qinglai;  Yang, Zesheng;  Su, Huaizhong;  Wang, Lijian
Favorite  |  View/Download:6/0  |  Submit date:2022/09/19
Reinforcement learning  Adaptive dynamic programming (ADP)  UAV control  Monte Carlo simulation  Neural networks  
Event-Triggered Near-Optimal Control of Discrete-Time Constrained Nonlinear Systems With Application to a Boiler-Turbine System 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2022, 卷号: 18, 期号: 6, 页码: 3926-3935
Authors:  Wei, Qinglai;  Lu, Jingwei;  Zhou, Tianmin;  Cheng, Xiang;  Wang, Fei-Yue
Favorite  |  View/Download:39/0  |  Submit date:2022/06/06
Optimal control  Nonlinear systems  Informatics  Control systems  Performance analysis  Mathematical models  Upper bound  Adaptive dynamic programming (ADP)  boiler-turbine system (BTS)  control constraints  event-triggered  nonlinear optimal control  parallel control  
A New Approach to Finite-Horizon Optimal Control for Discrete-Time Affine Nonlinear Systems via a Pseudolinear Method 期刊论文
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2022, 卷号: 67, 期号: 5, 页码: 2610-2617
Authors:  Wei, Qinglai;  Zhu, Liao;  Li, Tao;  Liu, Derong
Favorite  |  View/Download:18/0  |  Submit date:2022/07/25
Time-varying systems  Nonlinear systems  Optimal control  Heuristic algorithms  Dynamic programming  Neural networks  Linear systems  Adaptive dynamic programming  approximate dynamic programming  finite horizon  nonlinear systems  optimal control  pseudolinear approximation  
Model-Free Adaptive Optimal Control for Unknown Nonlinear Multiplayer Nonzero-Sum Game 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 卷号: 33, 期号: 2, 页码: 879-892
Authors:  Wei, Qinglai;  Zhu, Liao;  Song, Ruizhuo;  Zhang, Pinjia;  Liu, Derong;  Xiao, Jun
Favorite  |  View/Download:31/0  |  Submit date:2022/03/17
Heuristic algorithms  Nonlinear systems  Optimal control  Mathematical model  Dynamic programming  Games  Adaptive systems  Adaptive dynamic programming (ADP)  globalized dual-heuristic dynamic programming (GDHP)  multiplayer nonzero-sum game (MP-NZSG)  neural network (NN)  
Discrete-Time Self-Learning Parallel Control 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2022, 卷号: 52, 期号: 1, 页码: 192-204
Authors:  Wei, Qinglai;  Wang, Lingxiao;  Lu, Jingwei;  Wang, Fei-Yue
Favorite  |  View/Download:19/0  |  Submit date:2022/02/16
Optimal control  Nonlinear systems  Time-varying systems  Performance analysis  Complex systems  Biological neural networks  ACP  adaptive dynamic programming (ADP)  approximate dynamic programming  nonlinear systems  optimal control  parallel control  reinforcement learning  
A Novel Parallel Control Method for Continuous-Time Linear Output Regulation With Disturbances 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2021, 页码: 11
Authors:  Wei, Qinglai;  Li, Hongyang;  Wang, Fei-Yue
Adobe PDF(1665Kb)  |  Favorite  |  View/Download:28/0  |  Submit date:2022/01/27
Regulators  Regulation  Control systems  Stability analysis  Asymptotic stability  Eigenvalues and eigenfunctions  Control theory  Continuous-time linear systems  output regulation  parallel control theory  parallel regulators  parallel systems  
A New Integral Critic Learning for Optimal Tracking Control with Applications to Boiler-Turbine Systems 期刊论文
OPTIMAL CONTROL APPLICATIONS & METHODS, 2021, 页码: 16
Authors:  Wei, Qinglai;  Liu, Yujia;  Lu, Jingwei;  Ling, Jun;  Luan, Zhenhua;  Chen, Mingliang
Favorite  |  View/Download:20/0  |  Submit date:2021/12/28
adaptive dynamic programming  boiler-turbine system  integral reinforcement learning  neural network  policy iteration  
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
Favorite  |  View/Download:42/0  |  Submit date:2021/11/02
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  
Learning Control for Air Conditioning Systems via Human Expressions 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2021, 卷号: 68, 期号: 8, 页码: 7662-7671
Authors:  Wei, Qinglai;  Li, Tao;  Liu, Derong
Favorite  |  View/Download:54/0  |  Submit date:2021/06/15
Adaptive dynamic programming  air conditioning control  deep learning (DL)  deep Q-network (DQN)  human expressions  optimal control  reinforcement learning (RL)  Q-learning  
Spiking Adaptive Dynamic Programming Based on Poisson Process for Discrete-Time Nonlinear Systems 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 11
Authors:  Wei, Qinglai;  Han, Liyuan;  Zhang, Tielin
Favorite  |  View/Download:20/0  |  Submit date:2022/01/27
Process control  Control systems  Optimal control  Maximum likelihood estimation  Performance analysis  Dynamic programming  Nonlinear systems  Maximum likelihood estimation (MLE)  nonlinear systems  optimal control  Poisson process  spike train  spiking adaptive dynamic programming (SADP)