Novel online monitoring strategy for multiphase batch processes

Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument

Volumn 32, Issue 6, 2011, Pages 1290-1297

  Qi, Yongsheng ^a,b   Wang, Pu ^a   Gao, Xuejin ^a   Chen, Xiuzhe ^a  

^a BEIJING UNIVERSITY OF TECHNOLOGY   (China)

^b INNER MONGOLIA UNIVERSITY OF TECHNOLOGY   (China)

Author keywords

Batch process; Multiphase; On line monitoring; PCA; Similarity index

Indexed keywords

BATCH PROCESS; MULTIPHASE; ON-LINE MONITORING; PCA; SIMILARITY INDEX;

FERMENTATION; FUZZY CLUSTERING; FUZZY SYSTEMS; PRINCIPAL COMPONENT ANALYSIS;

BATCH DATA PROCESSING;

EID: 79960049884     PISSN: 02543087     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (16)

1. LU N Y, WANG F L, GAO F R, et al. Statistical modeling and online monitoring for batch process[J]. Acta Automatica Sinica, 2006, 32(3): 400-410.
2. WANG P L, YAN W J. New monitoring method for dynamic non-Gaussian process[J]. Chinese Journal of Scientific Instrument, 2009, 30(3): 471-476.
3. CHOI S W, MORRIS J. Dynamic model-based batch process monitoring[J]. Chemical Engineering Science, 2008, 63(3): 622-636.
4. LEE J M, YOO C K. Enhanced process monitoring of fed-batch penicillin cultivation using time-varying and multivariate statistical analysis[J]. Journal of Biotechnology, 2004, 110(2): 119-136.
5. CHEN J, CHEN H H. On-line batch process monitoring using MHMT-based MPCA[J]. Chemical Engineering Science, 2006, 61(10): 3223-3239.
6. AGUADO D, FERRER A. Multivariate SPC of a sequencing batch reactor for wastewater treatment[J]. Chemometrics and Intelligent Laboratory Systems, 2007, 85(1): 82-93.
7. XIAO Y W, XU B G. Monitoring method for batch process based on ICA-MPCA[J]. Chinese Journal of Scientific Instrument, 2009, 30(5): 990-996.
8. WEI J, ZHANG H SH, JIA L M. State monitoring approach based on improved principal component analysis[J]. Journal of Electronic Measurement and Instrument, 2009, 23(7): 51-55.
9. CAMACHO J, PICO J. Multi-phase principal component analysis for batch processes modeling[J]. Chemometrics and Intelligent Laboratory Systems, 2006, 81(2): 127-136.
10. YU J, QIN S J. Multiway Gaussian mixture model based multiphase batch process monitoring[J]. Ind. Eng. Chem. Res., 2009, 48(18): 8585-8594.
11. LU N, GAO F. Sub-PCA modeling and on-line monitoring strategy for batch processes[J]. AIChE Journal, 2004, 50(1): 255-259.
12. ZHAO C, WANG F. Improved batch process monitoring and quality prediction based on multiphase statistical analysis[J]. Ind. Eng. Chem. Res., 2008, 47(3): 835-849.
13. ZHAO C, WANG F. Adaptive monitoring method for batch processes based on phase dissimilarity updating with limited modeling data[J]. Ind. Eng. Chem. Res., 2007, 46(14): 4943-4953.
14. NOMIKOS P, MACGREGOR J F. Multivariate SPC charts for monitoring batch processes[J]. Technometrics, 1995, 37(1): 41-59.
15. WOLD S, KETTANHE N. Modeling and diagnostics of batch processes and analogous kinetic experiments[J]. Chemometrics and Intelligent Laboratory Systems, 1998, 44(1): 331-340.
16. ZHAO C, WANG F. Stage-based soft-transition multiple PCA modeling and on-line monitoring strategy for batch processes[J]. Journal of Process Control, 2007, 17(9): 728-741.