Multivariate image analysis for real-time process monitoring and control

Industrial and Engineering Chemistry Research

Volumn 37, Issue 12, 1998, Pages 4715-4724

  Bharati, M H ^a   MacGregor, J F ^a  

^a MCMASTER UNIVERSITY   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

FEEDBACK CONTROL; IMAGE ANALYSIS; IMAGE SENSORS; STATISTICAL METHODS;

MULTIVARIATE IMAGE ANALYSIS; PRINCIPAL COMPONENT ANALYSIS;

STATISTICAL PROCESS CONTROL;

ARTICLE; IMAGE ANALYSIS; IMAGE ENHANCEMENT; IMAGE PROCESSING; MODEL; PRINCIPAL COMPONENT ANALYSIS; PROCESS CONTROL; SENSOR; THREE DIMENSIONAL IMAGING; VARIANCE;

EID: 0032463504     PISSN: 08885885     EISSN: None     Source Type: Journal    
DOI: 10.1021/ie980334l     Document Type: Article

References (26)

1. Glasbey, C. A.; Horgan, G. W. Image Analysis for the Biological Sciences; John Wiley & Sons: Chichcster, U.K., 1995.
2. Parhara, R. A.; Wood Structure-Soft Woods. In Pulp and Paper Manu facture, Vol. 1; Kocurek, M. J., Stevens, C. F. B., Eds.; Joint Textbook Committee of Paper Industry: Montreal, 1983.
3. Baxes, G. A. Digital Image Processing: Principles and Applications; John Wiley & Sons: New York, 1994.
4. Pratt, W. K. Digital Image Processing; John Wiley & Sons: New York, 1978.
5. Gonzalez, R. C.; Wintz, P. Digital Image Processing, 2nd ed., Addison-Wesley Publishing Co. Inc.: Reading, MA, 1987.
6. Serra, J. Image Analysis and Mathematical Morphology; Academic Press Inc. (London) Ltd.: London, 1982.
7. Hancock, M. S.; Belmont, M. R.; Buckingham, D. J. Development of an Image Capture and Analysis Technique for the Investigation of the Very Early Stages of Combustion in a LeanBurn Engine and the Detection of a Novel Early Combustion Phase which Correlates with Subsequent Cycle Quality. Proc. Inst. Mech. Eng. 1990, 204, 125.
8. Jain, R.; Kasturi, R.; Schunck, B. G. Machine Vision; McGraw-Hill Inc.: New York, 1995.
9. Suresh, B. R.; Fundakowski, R. A.; Levitt, T. S.; Overland, J. E. A Real-Time Automated Visual Inspection System for Hot Steel Slabs. IEEE Trans. Pattern Anal. Machine Intell.1983, 6, 29.
10. Geladi, P.; Grahn, H. Multivariate Image Analysis; John Wiley & Sons: Chichester, U.K., 1996.
11. Geladi, P.; Isaksson, H.; Lindqvist, L.; Wold, S.; Esbensen, K. Principal Component Analysis of Multivariate Images. Chem. Int. Lab. Sys. 1989, 5, 209.
12. Esbensen, K H.; Geladi, P. Strategy of Multivariate Image Analysis (MIA). Chem. Int. Lab. Sys. 1989, 7, 67.
13. Grahn, H.; Szeverenyi, N. M.; Roggenbuck, M. W.; Delaglio, F.; Geladi, P. Data Analysis of Multivariate Magnetic Resonance Images I. A Principal Component Analysis Approach. Chem. Int. Lab. Syst. 1989, 5, 311.
14. Wold, S. Cross-Validatory Estimation of the Number of Components in Factor and Principal Components Models. Technometrics 1978, 4, 397.
15. Jackson, J. E. A User's Guide to Principal Components; John Wiley & Sons: New York, 1991.
16. Geladi, P.; Kowalski, B. R. Partial Least-Squares Regression: A Tutorial. Anal. Chim. Ada 1986, 185, 1.
17. Golub, G. H.; Van Loan, C. F. Matrix Computations; The John Hopkins University Press: Baltimore, MD, 1983.
18. Nikolov, S. G.; Hunter, H.; Grasserbauer, M. De-noising of SIMS Images via Wavelet Shrinkage. Chem. Int. Lab. Sys. 1996, 34, 263.
19. Geladi, P.; Esbensen, K. Multivariate Image Analysis in Chemistry: An Overview. In Applied Multivariate Analysis in SAR and Environmental Studies; Devillers, J., Karcher, W., Eds.; Kluwer: Dordrecht, The Netherlands, 1991.
20. Bharati, M. H. Multivariate Image Analysis for Real-Time Process Monitoring. M.Eng. Thesis, McMaster University, Hamilton, ON, Canada, 1997.
21. Kresta, J. V.; MacGregor, J. F.; Marlin, T. E. Multivariate Statistical Monitoring of Process Operating Performance. Can. J. Chem. Eng. 1991, 69, 35.
22. Kourti, T.; MacGregor, J. F. Multivariate SPC Methods for Process and Product Monitoring. J. Qual. Tech. 1996, 4, 409.
23. Nomikos, P.; MacGregor, J. F. Monitoring Batch Processes Using Multiway Principal Component Analysis. AIChE J. 1994, 8, 1361.
24. MacGregor, J. F.; Jaeckle, C.; Kiparissides, C.; Koutoudi, M. Process Monitoring and Diagnosis by Multiblock PLS Methods AIChE J. 1994, 5, 826.
25. Beebe, K. R.; Pell, R. J.; Seasholtz, M. B. Chemometrics: A Practical Guide; John Wiley & Sons: New York, 1998.
26. Wold, S.; Albano, C.; Dunn, W. J., III; Esbensen, K; Hellberg, S.; Johansson, E.; Sjöström, M. Pattern Recognition: Finding and Using Regularities in Multivariate Data. In Proceedings of the IUFOST Conference Food Research and Datd Analysis; Martens, H., Russwurm, H., Jr., Eds.; Applied Science Publishers: London, 1983.