Sub-PCA Modeling and on-line Monitoring Strategy for Batch Processes

AIChE Journal

Volumn 50, Issue 1, 2004, Pages 255-259

  Lu, Ningyun ^a   Gao, Furong ^a   Wang, Fuli ^b  

^a HONG KONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Hong Kong)

^b NORTHEASTERN UNIVERSITY   (China)

Author keywords

Batch process; Chromatography; Online monitoring; PCA; Statistical analysis

Indexed keywords

BATCH PROCESS; CALCULATION; CORRELATION ANALYSIS; COVARIANCE; MATHEMATICAL ANALYSIS; MODEL; MULTIVARIATE ANALYSIS; ONLINE MONITORING; PRINCIPAL COMPONENT ANALYSIS; PROCESS CONTROL; PROCESS MODEL; REGRESSION ANALYSIS; REVIEW;

EID: 1042268071     PISSN: 00011541     EISSN: None     Source Type: Journal    
DOI: 10.1002/aic.10024     Document Type: Review

References (13)

1. Chen, G., and T. J. McAvoy, "Predictive On-Line Monitoring of Continuous Processes," J. Process Control, 8, 409 (1998).
2. Dong, D., and T. J. McAvoy, "Multi-Stage Batch Process Monitoring," Proc. of American Control Conf., 1857 (1995).
3. Jackson, J. E., A User's Guide to Principal Components, Wiley, New York (1991).
4. Jackson, J. E., and G. S. Mudholkar, "Control Procedures for Residuals Associated with Principal Component Analysis," TECHNOMETRICS, 21, 341 (1979).
5. Jain, A. K., M. N. Murty, and P. J. Flynn, "Data Clustering: A Review," ACM Computing Surveys, 31, 264 (1999).
6. Kaspar, M. H., and W. H. Ray, "Chemometric Methods for Process Monitoring and High-Performance Controller Design," AIChE J., 38, 1593 (1992).
7. Kosanovich, K. A., M. J. Piovoso, and K. S. Dahl, "Multi-Way PCA Applied to an Industrial Batch Process," Proc. of American Control Conf., 1294 (1994).
8. Kourti, T., and J. F. MacGregor, "Process Analysis, Monitoring and Diagnosis, using Multivariate Projection Methods," Chemometrics and Intelligent Laboratory Systems, 28, 3 (1995).
9. Nomikos, P., and J. F. MacGregor, "Multivariate SPC Charts for Monitoring Batch Process," TECHNOMETRICS, 37, 41 (1995).
10. Nomikos, P., and J. F. MacGregor, "Monitoring Batch Processes using Multiway Principal Component Analysis," AIChE J., 40, 1361 (1994).
11. Smilde, A. K., "Comments on Three-Way Analyses used for Batch Process Data," J. of Chemometrics, 15, 19 (2001).
12. Wise, B. M., N. B. Gallagher, S. W. Butler, D. D. White, and G. G. Barna, "A Comparison of Principal Component Analysis, Multiway Principal Component Analysis, Trilinear Decomposition and Parallel Factor Analysis for Fault Detection in a Semiconductor Etch Process," J. of Chemometrics, 13, 379 (1999).
13. Wold, S., K. Esbensen, and P. Geladi, "Principal Component Analysis," Chemometrics Intelligent Laboratory Systems, 2, 37 (1987).