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Event-Triggered Near-Optimal Control of Discrete-Time Constrained Nonlinear Systems With Application to a Boiler-Turbine System 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2022, 卷号: 18, 期号: 6, 页码: 3926-3935
作者:  Wei, Qinglai;  Lu, Jingwei;  Zhou, Tianmin;  Cheng, Xiang;  Wang, Fei-Yue
收藏  |  浏览/下载:241/0  |  提交时间:2022/06/06
Optimal control  Nonlinear systems  Informatics  Control systems  Performance analysis  Mathematical models  Upper bound  Adaptive dynamic programming (ADP)  boiler-turbine system (BTS)  control constraints  event-triggered  nonlinear optimal control  parallel control  
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:279/35  |  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 Critic Designs for Optimal Event-Driven Control of a CSTR System 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 卷号: 17, 期号: 1, 页码: 484-493
作者:  Yang, Xiong;  Wei, Qinglai
收藏  |  浏览/下载:178/0  |  提交时间:2021/01/06
Chemical reactors  Optimal control  Nonlinear systems  Adaptive systems  Cost function  Informatics  Closed loop systems  Adaptive critic designs (ACDs)  continuous stirred tank reactor (CSTR)  discounted cost  event-driven control  reinforcement learning (RL)  
A Deep Nonnegative Matrix Factorization Approach via Autoencoder for Nonlinear Fault Detection 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2020, 卷号: 16, 期号: 8, 页码: 5042-5052
作者:  Ren, Zelin;  Zhang, Wensheng;  Zhang, Zhizhong
Adobe PDF(2122Kb)  |  收藏  |  浏览/下载:363/60  |  提交时间:2020/07/06
data-driven fault detection  deep autoencoder  nonlinear industrial process  nonnegative matrix factorization (NMF)