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Pinning synchronization of memristor-based neural networks with time-varying delays 期刊论文
NEURAL NETWORKS, 2017, 卷号: 93, 期号: 无, 页码: 143-151
作者:  Yang, Zhanyu;  Luo, Biao;  Liu, Derong;  Li, Yueheng
浏览  |  Adobe PDF(1303Kb)  |  收藏  |  浏览/下载：357/150  |  提交时间：2018/03/03
Memristor-based Neural Networks  Pinning Control  Time-varying Delays  Exponential Synchronization  Asymptotic Synchronization  
Data-driven H∞ control for nonlinear distributed parameter systems 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2015, 卷号: 26, 期号: 11, 页码: 2949-2961
作者:  Luo, Biao;  Huang, Tingwen;  Wu, Huai-Ning;  Yang, Xiong
浏览  |  Adobe PDF(1844Kb)  |  收藏  |  浏览/下载：352/136  |  提交时间：2016/10/28
Data Driven  
Reinforcement learning solution for HJB equation arising in constrained optimal control problem 期刊论文
NEURAL NETWORKS, 2015, 卷号: 71, 期号: 0, 页码: 150-158
作者:  Luo, Biao;  Wu, Huai-Ning;  Huang, Tingwen;  Liu, Derong
浏览  |  Adobe PDF(530Kb)  |  收藏  |  浏览/下载：452/197  |  提交时间：2016/03/30
Constrained Optimal Control  Data-based  Off-policy Reinforcement Learning  Hamilton-jacobi-bellman Equation  The Method Of Weighted Residuals  
Adaptive Optimal Control of Highly Dissipative Nonlinear Spatially Distributed Processes With Neuro-Dynamic Programming 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2015, 卷号: 26, 期号: 4, 页码: 684-696
作者:  Luo, Biao;  Wu, Huai-Ning;  Li, Han-Xiong
Adobe PDF(2465Kb)  |  收藏  |  浏览/下载：318/99  |  提交时间：2016/03/30
Adaptive Optimal Control  Empirical Eigenfunction (Eef)  Highly Dissipative Partial Differential Equations (Pdes)  Neuro-dynamic Programming (Ndp)  Spatially Distributed Processes (Sdps)  
Off-policy reinforcement learning for H∞ control design 期刊论文
IEEE Transactions on Cybernetics, 2015, 卷号: 45, 期号: 1, 页码: 65-76
作者:  Luo, Biao;  Wu, Huai-Ning;  Huang, Tingwen
浏览  |  Adobe PDF(680Kb)  |  收藏  |  浏览/下载：212/59  |  提交时间：2016/04/08
Off-policy  
Data-based approximate policy iteration for affine nonlinear continuous-time optimal control design 期刊论文
AUTOMATICA, 2014, 卷号: 50, 期号: 12, 页码: 3281-3290
作者:  Luo, Biao;  Wu, Huai-Ning;  Huang, Tingwen;  Liu, Derong
浏览  |  Adobe PDF(668Kb)  |  收藏  |  浏览/下载：265/94  |  提交时间：2015/08/12
Nonlinear Optimal Control  Reinforcement Learning  Off-policy  Data-based Approximate Policy Iteration  Neural Network  Hamilton-jacobi-bellman Equation  
Data-based Suboptimal Neuro-control Design with Reinforcement Learning for Dissipative Spatially Distributed Processes 期刊论文
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2014, 卷号: 53, 期号: 19, 页码: 8106-8119
作者:  Luo, Biao;  Wu, Huai-Ning;  Li, Han-Xiong
浏览  |  Adobe PDF(5283Kb)  |  收藏  |  浏览/下载：232/70  |  提交时间：2015/08/12
Data-based  
L2 disturbance attenuation for highly dissipative nonlinear spatially distributed processes via HJI approach 期刊论文
Journal of Process Control, 2014, 卷号: 24, 期号: 5, 页码: 550-567
作者:  Wu, Huai-Ning;  Luo, Biao
浏览  |  Adobe PDF(1945Kb)  |  收藏  |  浏览/下载：235/74  |  提交时间：2016/04/08
Highly Dissipative Partial Differential Equations (Pdes)  
Computationally efficient simultaneous policy update algorithm for nonlinear H∞ state feedback control with Galerkin’s method 期刊论文
International Journal of Robust and Nonlinear Control, 2013, 卷号: 23, 期号: 7, 页码: 991-1012
作者:  Luo, Biao;  Wu, Huai-Ning
浏览  |  Adobe PDF(804Kb)  |  收藏  |  浏览/下载：128/47  |  提交时间：2016/04/08
Simultaneous Policy Update Algorithm  
Approximate optimal control design for nonlinear one-dimensional parabolic PDE systems using empirical eigenfunctions and neural network 期刊论文
IEEE Transactions on Systems, Man, and Cybernetics-Part B: Cybernetics, 2012, 卷号: 42, 期号: 6, 页码: 1538-1549
作者:  Luo, Biao;  Wu, Huai-Ning
浏览  |  Adobe PDF(653Kb)  |  收藏  |  浏览/下载：398/124  |  提交时间：2016/04/08
Approximate Optimal Control Design