Improved principal component monitoring of large-scale processes

被引:169
作者
Kruger, U
Zhou, YQ
Irwin, GW
机构
[1] Queens Univ Belfast, Sch Elect & Elect Engn, Intelligent Syst & Control Res Grp, Belfast BT9 5AH, Antrim, North Ireland
[2] Shandong Univ, Sch Mech Engn, Jinan 250061, Peoples R China
关键词
multivariate statistical process control; ARMA filters; auto-correlated process variables;
D O I
10.1016/j.jprocont.2004.02.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 [计算机科学与技术];
摘要
In this work, the integration of ARMA filters into the multivariate statistical process control (MSPC) framework is presented to improve the monitoring of large-scale industrial processes. As demonstrated in the paper, such filters can remove auto-correlation from the monitored variables to avoid the production of false alarms. This is exemplified by application studies to a synthetic example from the literature and to the Tennessee Eastman benchmark process. (C) 2004 Elsevier Ltd. All rights reserved.
引用
收藏
页码:879 / 888
页数:10
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