Isolation enhanced principal component analysis

AIChE Journal

Volumn 45, Issue 2, 1999, Pages 323-334

  Gertler, Janos ^a   Li, Weihua ^a   Huang, Yunbing ^b   McAvoy, Thomas ^b  

^a George Mason University   (United States)

^b UNIVERSITY OF MARYLAND   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER SIMULATION; ERROR ANALYSIS; ERROR DETECTION; STATISTICAL TESTS;

PRINCIPAL COMPONENT ANALYSIS (PCA);

CHEMICAL PLANTS;

ARTICLE; CALCULATION; MATHEMATICAL ANALYSIS; PRINCIPAL COMPONENT ANALYSIS; STATISTICAL ANALYSIS;

EID: 0033083952     PISSN: 00011541     EISSN: None     Source Type: Journal    
DOI: 10.1002/aic.690450213     Document Type: Article

References (19)

1. Chen, G., and T. J. McAvoy, "Multi-Block Predictive Monitoring of Continuous Processes," IFAC ADCHEM Symposium, Banff, Canada, 73 (1997).
2. Chow, E. Y., and A. S. Willsky, "Analytical Redundancy and the Design of Robust Failure Detection Systems," IEEE Trans. on Automatic Control, 29, 603 (1984).
3. Dong, D., and T. J. McAvoy, "Nonlinear Principal Component Analysis Based on Principal Curves and Neural Networks," Comput. and Chem. Eng., 20, 65 (1996).
4. Downs, J. J., and E. F. Vogel, "A Plant-Wide Industrial Process Control Problem," Comp. Chem. Eng., 17, 245 (1993).
5. Etezadi-Amoli, J., and R. P. McDonald, "A Second Generation Nonlinear Factor Analysis," Psychometrica, 48, 315 (1983).
6. Gertler, J., and D. Singer, "A New Structural Framework for Parity Equation Based Fault Detection and Isolation," Automatica, 26, 381 (1990).
7. Gertler, J., "Analytical Redundancy Methods in FDI - Survey and Synthesis," IFAC SAFEPROCESS Symp., Baden Baden, Germany, Vol. 1, 9 (1991).
8. Gertler, J., M. Costin, X. Fang, Z. Kowalczuk, M. Kunwer, and R. Monajemy, "Model-Based Diagnosis for Automotive Engines - Algorithm Development and Testing on a Production Vehicle," IEEE Trans. on Control Systems Technology, 3, 61 (1995).
9. Gertler, J., and T. J. McAvoy, "Principal Component Analysis and Parity Relations - A Strong Duality," Preprints of IFAC SAFEPROCESS Symp., Hull, UK, Vol. 2, 837 (1997).
10. Gertler, J., Fault Detection and Diagnosis in Engineering Systems, Marcel Dekker, New York (1998).
11. Huang, Y., J. Gertler, and T. J. McAvoy, " Fault Isolation by Partial PCA and Partial NLPCA," 14th IFAC World Congress, Beijing, China, in press (1999).
12. Kresta, J. V., J. F. MacGregor, and T. E. Marlin, "Multivariate Statistical Monitoring of Processes," Can. J. Chem. Eng., 69, 35 (1991).
13. Lou, X. C., A. S. Willsky, and G. C. Verghese, "Optimally Robust Redundancy Relations for Failure Detection in Uncertain Systems," Automatica, 22, 333 (1986).
14. MacGregor, J., "Multivariate Statistical Methods for Monitoring Large Datasets from Chemical Processes," AIChE Meeting, San Francisco (1989).
15. MacGregor, J., C. Jaeckle, C. Kiparissides, and M. Koutodi, "Process Monitoring and Diagnosis by Multiblock Methods," AIChE J., 40, 826 (1994).
16. Piovoso, M. J., K. A. Kosanovich, and P. K. Pearson, "Monitoring Process Performance in Real Time," Amer. Control Conf., Chicago, p. 2359 (1992a).
17. Piovoso, M. J., K. A. Kosanovich, and J. P. Yuk, "Process Data Chemometrica," IEEE Tr. Instr. and Meas., 41, 262 (1992b).
18. Rao, T. R. N., and E. Fujiwara, Error-Control Coding for Computer Systems, Prentice Hall, Englewood Cliffs, NJ (1989).
19. Wise, B. M., N. B. Gallagher, and J. F. MacGregor, "The Process Chemometrics Approach to Process Monitoring and Fault Detection," Proc. IFAC Workshop on On-Line Fault Detection and Supervision in the Chemical Process Industries, Newcastle, UK, 1 (1995).