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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：265/17  |  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  
Continuous-Time Time-Varying Policy Iteration 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2020, 卷号: 50, 期号: 12, 页码: 4958-4971
作者:  Wei, Qinglai;  Liao, Zehua;  Yang, Zhanyu;  Li, Benkai;  Liu, Derong
Adobe PDF(3149Kb)  |  收藏  |  浏览/下载：302/56  |  提交时间：2021/03/02
Optimal control  Nonlinear systems  Time-varying systems  Mathematical model  Dynamic programming  Approximation algorithms  Iterative algorithms  Adaptive critic designs  adaptive dynamic programming (ADP)  neuro-dynamic programming  nonlinear systems  optimal control  policy iteration  
Discrete-Time Impulsive Adaptive Dynamic Programming 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2020, 卷号: 50, 期号: 10, 页码: 4293-4306
作者:  Wei, Qinglai;  Song, Ruizhuo;  Liao, Zehua;  Li, Benkai;  Lewis, Frank L.
收藏  |  浏览/下载：290/0  |  提交时间：2021/01/07
Optimal control  Performance analysis  Nonlinear systems  Dynamic programming  Heuristic algorithms  Indexes  Adaptive critic designs  adaptive dynamic programming (ADP)  approximate dynamic programming  impulsive control  nonlinear systems  optimal control  
An echo state network based approach to room classification of office buildings 期刊论文
NEUROCOMPUTING, 2019, 卷号: 333, 页码: 319-328
作者:  Shi, Guang;  Zhao, Bo;  Li, Chao;  Wei, Qinglai;  Liu, Derong
收藏  |  浏览/下载：336/0  |  提交时间：2019/07/12
Power consumption  Room classification  Echo state networks  Neural networks