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Sliding-Mode Surface-Based Approximate Optimal Control for Uncertain Nonlinear Systems With Asymptotically Stable Critic Structure 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2021, 卷号: 51, 期号: 6, 页码: 2858-2869
作者:  Zhao, Bo;  Liu, Derong;  Alippi, Cesare
收藏  |  浏览/下载：226/0  |  提交时间：2021/08/15
Optimal control  Perturbation methods  Nonlinear systems  Uncertainty  Cost function  Stability analysis  Adaptive systems  Adaptive critic designs  adaptive dynamic programming (ADP)  optimal control  sliding mode surface (SMS)  unknown mismatched perturbations  
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
作者:  Wei, Qinglai;  Li, Tao;  Liu, Derong
Adobe PDF(1354Kb)  |  收藏  |  浏览/下载：222/1  |  提交时间：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  
Robust Exponential Synchronization for Memristor Neural Networks With Nonidentical Characteristics by Pinning Control 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 卷号: 51, 期号: 3, 页码: 1966-1980
作者:  Li, Yueheng;  Luo, Biao;  Liu, Derong;  Yang, Yin;  Yang, Zhanyu
收藏  |  浏览/下载：233/0  |  提交时间：2021/03/29
Synchronization  Memristors  Biological neural networks  Delays  Neurons  Hysteresis  Error bound  exponential synchronization  memristor-based neural networks (MNNs)  nonidentical characteristics  pinning control  stable region  
Adaptive Dynamic Programming for Control: A Survey and Recent Advances 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 卷号: 51, 期号: 1, 页码: 142-160
作者:  Liu, Derong;  Xue, Shan;  Zhao, Bo;  Luo, Biao;  Wei, Qinglai
收藏  |  浏览/下载：223/0  |  提交时间：2021/03/08
Adaptive critic designs (ACDs)  adaptive dynamic programming  approximate dynamic programming  intelligent control  learning control  neural dynamic programming  neuro-dynamic programming  optimal control  reinforcement learning (RL)