Evaluation of a pattern matching method for the Tennessee Eastman challenge process

被引:90
作者
Singhal, Ashish
Seborg, Dale E.
机构
[1] Johnson Controls Inc, Milwaukee, WI 53202 USA
[2] Univ Calif Santa Barbara, Dept Chem Engn, Santa Barbara, CA 93106 USA
关键词
pattern matching; Tennessee Eastman challenge process; principal component analysis; fault detection and diagnosis; process monitoring;
D O I
10.1016/j.jprocont.2005.10.005
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we evaluate multivariate pattern matching methods for the Tennessee Eastman (TE) challenge process. The pattern matching methodology includes principal component analysis based similarity factors and dissimilarity factor of Kano et al., that compare current and historical data. In our similarity factor approach, the start and end times of disturbances are not known a priori and the data are compared by moving a window though the historical data. Comparisons with methods used in earlier case studies of the TE challenge process show advantages of using the proposed similarity factor approach. (C) 2005 Elsevier Ltd. All rights reserved.
引用
收藏
页码:601 / 613
页数:13
相关论文
共 41 条
[1]   Multiscale PCA with application to multivariate statistical process monitoring [J].
Bakshi, BR .
AICHE JOURNAL, 1998, 44 (07) :1596-1610
[2]  
Chiang L.H., 2001, ADV TK CONT SIGN PRO, P71
[3]   Fault diagnosis in chemical processes using Fisher discriminant analysis, discriminant partial least squares, and principal component analysis [J].
Chiang, LH ;
Russell, EL ;
Braatz, RD .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2000, 50 (02) :243-252
[4]   Genetic algorithms combined with discriminant analysis for key variable identification [J].
Chiang, LH ;
Pell, RJ .
JOURNAL OF PROCESS CONTROL, 2004, 14 (02) :143-155
[5]   A PLANT-WIDE INDUSTRIAL-PROCESS CONTROL PROBLEM [J].
DOWNS, JJ ;
VOGEL, EF .
COMPUTERS & CHEMICAL ENGINEERING, 1993, 17 (03) :245-255
[6]   Isolation enhanced principal component analysis [J].
Gertler, J ;
Li, WH ;
Huang, YB ;
McAvoy, T .
AICHE JOURNAL, 1999, 45 (02) :323-334
[7]   Fault isolation in nonlinear systems with structured partial principal component analysis and clustering analysis [J].
Huang, YB ;
McAvoy, TJ ;
Gertler, J .
CANADIAN JOURNAL OF CHEMICAL ENGINEERING, 2000, 78 (03) :569-577
[8]  
Jackson JE., 2003, A users guide to principal components
[9]  
Johannesmeyer M. C., 1999, THESIS U CALIFORNIA
[10]   Pattern matching in historical data [J].
Johannesmeyer, MC ;
Singhal, A ;
Seborg, DE .
AICHE JOURNAL, 2002, 48 (09) :2022-2038