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Generalized Actor-Critic Learning Optimal Control in Smart Home Energy Management 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 卷号: 17, 期号: 10, 页码: 6614-6623
作者:  Wei, Qinglai;  Liao, Zehua;  Shi, Guang
Adobe PDF(1229Kb)  |  收藏  |  浏览/下载:247/33  |  提交时间:2021/11/02
Optimal control  Process control  Smart homes  Dynamic programming  Numerical models  Iterative methods  Informatics  Actor-critic learning  adaptive critic designs  adaptive dynamic programming (ADP)  approximate dynamic programming  energy management  optimal control  smart grid  
Adaptive Dynamic Programming-Based Optimal Control Scheme for Energy Storage Systems With Solar Renewable Energy 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2017, 卷号: 64, 期号: 7, 页码: 5468-5478
作者:  Wei, Qinglai;  Shi, Guang;  Song, Ruizhuo;  Liu, Yu
Adobe PDF(3085Kb)  |  收藏  |  浏览/下载:419/149  |  提交时间:2017/02/23
Adaptive Critic Designs  Adaptive Dynamic Programming (Adp)  Approximate Dynamic Programming  Energy Storage  Energy Storage System  Optimal Control  Solar Renewable Energy  
Echo state network-based Q-learning method for optimal battery control of offices combined with renewable energy 期刊论文
IET CONTROL THEORY AND APPLICATIONS, 2017, 卷号: 11, 期号: 7, 页码: 915-922
作者:  Shi, Guang;  Liu, Derong;  Wei, Qinglai
Adobe PDF(3253Kb)  |  收藏  |  浏览/下载:409/125  |  提交时间:2017/02/23
Recurrent Neural Nets  Neurocontrollers  Learning (Artificial Intelligence)  Office Environment  Optimal Control  Solar Power  Energy Consumption  Time Series  Secondary Cells  Energy Management Systems  Function Approximation  Echo State Network-based Q-learning Method  Optimal Battery Control  Renewable Energy  Optimal Energy Management  Solar Energy  Energy Consumption  Energy Demand  Time Series  Real-time Electricity Rate  Periodic Functions  Q-function  Optimal Charging Strategy  Optimal Discharging Strategy  Optimal Idle Strategy  Numerical Analysis  
Multibattery Optimal Coordination Control for Home Energy Management Systems via Distributed Iterative Adaptive Dynamic Programming 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2015, 卷号: 62, 期号: 7, 页码: 4203-4214
作者:  Wei, Qinglai;  Liu, Derong;  Shi, Guang;  Liu, Yu;  Derong Liu
浏览  |  Adobe PDF(2231Kb)  |  收藏  |  浏览/下载:333/147  |  提交时间:2015/09/17
Adaptive Critic Designs  Adaptive Dynamic Programming (Adp)  Approximate Dynamic Programming  Distributed Optimal Control  Smart Grid  Smart Home  
A Novel Dual Iterative Q-Learning Method for Optimal Battery Management in Smart Residential Environments 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2015, 卷号: 62, 期号: 4, 页码: 2509-2518
作者:  Wei, Qinglai;  Liu, Derong;  Shi, Guang;  Derong Liu
浏览  |  Adobe PDF(2146Kb)  |  收藏  |  浏览/下载:311/106  |  提交时间:2015/09/21
Adaptive Critic Designs  Adaptive Dynamic Programming (Adp)  Approximate Dynamic Programming  Neural Networks  Optimal Control  Q-learning  Smart Grid