Fault detection and isolation using correspondence analysis

被引:21
作者
Detroja, KP
Gudi, RD [1 ]
Patwardhan, SC
Roy, K
机构
[1] Indian Inst Technol, Dept Chem Engn, Bombay 400076, Maharashtra, India
[2] Bhabha Atom Res Ctr, Bombay 400085, Maharashtra, India
关键词
D O I
10.1021/ie058033g
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
In this paper, a new approach to fault detection and diagnosis that is based on correspondence analysis (CA) is proposed. CA is a powerful multivariate technique based on the generalized singular value decomposition. The merits of using CA lie in its ability to depict rows as well as columns as points in the dual lower dimensional vector space. CA has been shown to capture association between various features and events quite effectively. The key strengths of CA, for fault detection and diagnosis, are validated on data involving simulations as well as experimental data obtained from a laboratory-scale setup.
引用
收藏
页码:223 / 235
页数:13
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