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Using reinforcement learning techniques to solve continuous-time non-linear optimal tracking problem without system dynamics 期刊论文
IET CONTROL THEORY AND APPLICATIONS, 2016, 卷号: 10, 期号: 12, 页码: 1339-1347
作者:  Zhu, Yuanheng;  Zhao, Dongbin;  Li, Xiangjun
Adobe PDF(976Kb)  |  收藏  |  浏览/下载：441/178  |  提交时间：2016/12/26
Nonlinear Control Systems  Continuous Time Systems  Learning (Artificial Intelligence)  Optimal Control  Dynamic Programming  Lyapunov Methods  Linear Systems  Reinforcement Learning  Continuous-time Problem  Nonlinear Optimal Tracking Problem  Adaptive Dynamic Programming  Model-free Adaptive Optimal Tracking Algorithm  Lyapunov Analysis  Linear System  
Online reinforcement learning control by Bayesian inference 期刊论文
IET CONTROL THEORY AND APPLICATIONS, 2016, 卷号: 10, 期号: 12, 页码: 1331-1338
作者:  Xia, Zhongpu;  Zhao, Dongbin;  Dongbin Zhao
浏览  |  Adobe PDF(1559Kb)  |  收藏  |  浏览/下载：374/120  |  提交时间：2016/06/15
Learning Systems  Bayes Methods  Gaussian Processes  Optimal Control  Online Reinforcement Learning Control  Bayesian Inference  Self-learning Control  Probability  Action Value Function  Gaussian Process  Bayesian-state-action-reward-state-action Algorithm  
Adaptive neuro-fuzzy sliding mode control guidance law with impact angle constraint 期刊论文
IET CONTROL THEORY AND APPLICATIONS, 2015, 卷号: 9, 期号: 14, 页码: 2115-2123
作者:  Li, Qingchun;  Zhang, Wensheng;  Han, Gang;  Yang, Yehui
浏览  |  Adobe PDF(1024Kb)  |  收藏  |  浏览/下载：365/112  |  提交时间：2015/10/13
Numerical adaptive learning control scheme for discrete-time non-linear systems 期刊论文
IET CONTROL THEORY AND APPLICATIONS, 2013, 卷号: 7, 期号: 11, 页码: 1472-1486
作者:  Wei, Qinglai;  Liu, Derong;  Derong Liu
浏览  |  Adobe PDF(834Kb)  |  收藏  |  浏览/下载：217/61  |  提交时间：2015/08/12
Adaptive Dynamic Programming  
Neural-network-based online optimal control for uncertain non-linear continuous-time systems with control constraints 期刊论文
IET CONTROL THEORY AND APPLICATIONS, 2013, 卷号: 7, 期号: 17, 页码: 2037-2047
作者:  Yang, Xiong;  Liu, Derong;  Huang, Yuzhu
浏览  |  Adobe PDF(493Kb)  |  收藏  |  浏览/下载：366/93  |  提交时间：2015/08/12
Adaptive Control  Approximation Theory  Closed Loop Systems  Continuous Time Systems  Lyapunov Methods  Neurocontrollers  Nonlinear Control Systems  Optimal Control  Robust Control  Uncertain Systems  Neural Network-based Online Adaptive Optimal Control  Uncertain Nonlinear Continuous-time Systems  Control Constraints  Infinite-horizon Optimal Control Problem  Control Policy  Saturation Constraints  Identifier-critic Architecture  Hamilton-jacobi-bellman Equation Approximation  Uncertain System Dynamics  Critic Nn  Action-critic Dual Networks  Reinforcement Learning  Identifier Nn  Policy Iteration  Lyapunovaeuros Direct Method  Closed Loop System Stability  
Online approximate optimal control for affine non-linear systems with unknown internal dynamics using adaptive dynamic programming 期刊论文
IET CONTROL THEORY AND APPLICATIONS, 2014, 卷号: 8, 期号: 16, 页码: 1676-1688
作者:  Yang, Xiong;  Liu, Derong;  Wei, Qinglai
浏览  |  Adobe PDF(624Kb)  |  收藏  |  浏览/下载：364/143  |  提交时间：2015/08/12
Iterative Learning Control for Non-linear Systems with Deadzone Input and Time Delay in Presence of Measurement Noise 期刊论文
IET CONTROL THEORY AND APPLICATIONS, 2011, 卷号: 5, 期号: 12, 页码: 1418-1425
作者:  Shen, D.;  Mu, Y.;  Xiong, G.
浏览  |  Adobe PDF(372Kb)  |  收藏  |  浏览/下载：181/59  |  提交时间：2015/08/12
Iterative Learning Control  Non-linear Systems