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Adaptive bias-variance trade-off in advantage estimator for actor-critic algorithms 期刊论文
NEURAL NETWORKS, 2024, 卷号: 169, 页码: 764-777
作者:  Chen, Yurou;  Zhang, Fengyi;  Liu, Zhiyong
收藏  |  浏览/下载:57/0  |  提交时间:2024/02/22
Reinforcement Learning  Policy gradient  Actor-critic  Value function  Bias-variance trade-off  
Synergetic learning for unknown nonlinear H. control using neural networks 期刊论文
NEURAL NETWORKS, 2023, 卷号: 168, 页码: 287-299
作者:  Zhu, Liao;  Guo, Ping;  Wei, Qinglai
收藏  |  浏览/下载:109/0  |  提交时间:2023/12/21
H. control  Nonlinear systems  Adaptive dynamic programming  Temporal difference  Neural network  Data-driven  
Subgraph-aware graph structure revision for spatial-temporal graph modeling 期刊论文
NEURAL NETWORKS, 2022, 卷号: 154, 页码: 190-202
作者:  Wang, Yuhu;  Zhang, Chunxia;  Xiang, Shiming;  Pan, Chunhong
Adobe PDF(1781Kb)  |  收藏  |  浏览/下载:202/10  |  提交时间:2023/01/09
Graph structure learning  Graph neural network  Spatial-temporal graph modeling  
Improved value iteration for neural-network-based stochastic optimal control design 期刊论文
NEURAL NETWORKS, 2020, 卷号: 124, 页码: 280-295
作者:  Liang, Mingming;  Wang, Ding;  Liu, Derong
Adobe PDF(5875Kb)  |  收藏  |  浏览/下载:276/62  |  提交时间:2020/06/02
Adaptive critic designs  Adaptive dynamic programming  Neural networks  Optimal control  Stochastic processes  Value iteration  
Neural robust stabilization via event-triggering mechanism and adaptive learning technique 期刊论文
NEURAL NETWORKS, 2018, 卷号: 102, 页码: 27-35
作者:  Wang, Ding;  Liu, Derong
收藏  |  浏览/下载:194/0  |  提交时间:2018/10/10
Adaptive Critic Designs  Adaptive Dynamic Programming  Event-triggered Control  Neural Networks  Robust Stabilization  Uncertainties  
Neural network robust tracking control with adaptive critic framework for uncertain nonlinear systems 期刊论文
NEURAL NETWORKS, 2018, 卷号: 97, 页码: 11-18
作者:  Wang, Ding;  Liu, Derong;  Zhang, Yun;  Li, Hongyi
收藏  |  浏览/下载:236/0  |  提交时间:2018/10/10
Adaptive Critic Designs  Dynamical Uncertainty  Learning Systems  Neural Networks  Optimal Control  Robust Tracking Control  
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:391/163  |  提交时间:2018/03/03
Memristor-based Neural Networks  Pinning Control  Time-varying Delays  Exponential Synchronization  Asymptotic Synchronization  
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:486/207  |  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  
Robust stability of stochastic fuzzy delayed neural networks with impulsive time window 期刊论文
NEURAL NETWORKS, 2015, 卷号: 67, 期号: 6, 页码: 84-91
作者:  Wang, Xin;  Yu, Junzhi;  Li, Chuandong;  Wang, Hui;  Huang, Tingwen;  Huang, Junjian
浏览  |  Adobe PDF(1396Kb)  |  收藏  |  浏览/下载:345/101  |  提交时间:2015/09/17
Robust Stability  Stochastic Fuzzy Neural Networks  Impulsive Time Window  
An iterative is an element of-optimal control scheme for a class of discrete-time nonlinear systems with unfixed initial state 期刊论文
NEURAL NETWORKS, 2012, 卷号: 32, 期号: x, 页码: 236-244
作者:  Wei, Qinglai;  Liu, Derong;  Derong Liu
浏览  |  Adobe PDF(438Kb)  |  收藏  |  浏览/下载:216/66  |  提交时间:2015/08/12
Adaptive Dynamic Programming  Approximate Dynamic Programming  Is An Element Of-optimal Control  Finite Horizon  Neural Networks