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Online Off-Policy Reinforcement Learning for Optimal Control of Unknown Nonlinear Systems Using Neural Networks 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2024, 页码: 11
Authors:  Zhu, Liao;  Wei, Qinglai;  Guo, Ping
Favorite  |  View/Download:7/0  |  Submit date:2024/07/03
Adaptive dynamic programming  nonlinear systems  online learning  optimal control  reinforcement learning (RL)  
Nearly optimal stabilization of unknown continuous-time nonlinear systems: A new parallel control approach 期刊论文
NEUROCOMPUTING, 2024, 卷号: 578, 页码: 12
Authors:  Lu, Jingwei;  Wang, Xingxia;  Wei, Qinglai;  Wang, Fei-Yue
Favorite  |  View/Download:4/0  |  Submit date:2024/07/03
Adaptive dynamic programming (ADP)  Integral reinforcement learning (IRL)  Nearly optimal control  Nonaffine nonlinearity  Parallel control  Unknown nonlinear systems  
Optimal Strategy for Aircraft Pursuit-evasion Games via Self-play Iteration 期刊论文
Machine Intelligence Research, 2024, 卷号: 21, 期号: 3, 页码: 585-596
Authors:  Xin Wang;  Qing-Lai Wei;  Tao Li;  Jie Zhang
Adobe PDF(1750Kb)  |  Favorite  |  View/Download:65/21  |  Submit date:2024/05/23
Differential games, pursuit-evasion games, nonlinear control, optimal control, Nash equilibrium solution  
Multistep Look-Ahead Policy Iteration for Optimal Control of Discrete-Time Nonlinear Systems With Isoperimetric Constraints 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2023, 卷号: 54, 期号: 3, 页码: 1414-1426
Authors:  Li, Tao;  Wei, Qinglai;  Wang, Fei-Yue
Adobe PDF(784Kb)  |  Favorite  |  View/Download:119/21  |  Submit date:2024/02/22
Performance analysis  Optimal control  Dynamic programming  Iterative algorithms  Upper bound  Measurement  Convergence  Adaptive dynamic programming (ADP)  isoperimetric constraints  nonlinear systems  optimal control  policy iteration  
Recent Progress in Reinforcement Learning and Adaptive Dynamic Programming for Advanced Control Applications 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 1, 页码: 18-36
Authors:  Ding Wang;  Ning Gao;  Derong Liu;  Jinna Li;  Frank L. Lewis
Adobe PDF(1945Kb)  |  Favorite  |  View/Download:302/198  |  Submit date:2024/01/02
Adaptive dynamic programming (ADP)  advanced control  complex environment  data-driven control  event-triggered design  intelligent control  neural networks  nonlinear systems  optimal control  reinforcement learning (RL)  
Robust Optimal Parallel Tracking Control Based on Adaptive Dynamic Programming 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2023, 页码: 14
Authors:  Wei, Qinglai;  Jiao, Shanshan;  Wang, Fei-Yue;  Dong, Qi
Favorite  |  View/Download:134/0  |  Submit date:2023/12/21
Optimal control  Control systems  Uncertainty  Robust control  Performance analysis  Dynamic programming  Uncertain systems  ADP  NN  nonlinear robust optimal control  parallel control  tracking control  
Autonomous Manipulation of an Underwater Vehicle-Manipulator System by a Composite Control Scheme With Disturbance Estimation 期刊论文
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2023, 页码: 11
Authors:  Cai, Mingxue;  Wang, Yu;  Wang, Shuo;  Wang, Rui;  Tan, Min
Favorite  |  View/Download:145/0  |  Submit date:2023/03/20
Predictive models  Vehicle dynamics  Optimal control  Load modeling  Uncertainty  Solid modeling  Predictive control  Underwater vehicle-manipulator system (UVMS)  disturbance observer (DOB)  nonlinear model predictive control (NMPC)  autonomous underwater manipulation  
Optimal Control of Nonlinear Systems Using Experience Inference Human-Behavior Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 1, 页码: 90-102
Authors:  Adolfo Perrusquía;  Weisi Guo
Adobe PDF(3694Kb)  |  Favorite  |  View/Download:210/63  |  Submit date:2023/01/03
Experience inference  hippocampus learning system  linear time-variant (LTV) systems  neocortex/striatum learning systems  nonlinear systems  optimal control  
Dynamic Event-Sampled Control of Interconnected Nonlinear Systems Using Reinforcement Learning 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 页码: 15
Authors:  Yang, Xiong;  Xu, Mengmeng;  Wei, Qinglai
Favorite  |  View/Download:257/0  |  Submit date:2022/07/25
Asymptotic stability  Interconnected systems  Decentralized control  Closed loop systems  Artificial neural networks  Optimal control  Nonlinear dynamical systems  Adaptive dynamic programming (ADP)  decentralized control  event-based control  interconnected system  reinforcement learning (RL)  
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
Adobe PDF(984Kb)  |  Favorite  |  View/Download:267/16  |  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