Soft sensing based on LS-SVM and its application to a distillation column

Proceedings - ISDA 2006: Sixth International Conference on Intelligent Systems Design and Applications

Volumn 1, Issue , 2006, Pages 177-182

  Yafen, Li ^a   Qi, Li ^a   Huijuan, Wang ^a   Ningsheng, Ma ^b  

^a DALIAN UNIVERSITY OF TECHNOLOGY   (China)

^b Dalian Petrochemical Company   (China)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER HARDWARE; DISTILLATION COLUMNS; QUALITY CONTROL; SUPPORT VECTOR MACHINES;

AVIATION KEROSENE; LEAST SQUARES SUPPORT VECTOR MACHINE (LS-SVM); ONLINE HARDWARE SENSORS; SOFT SENSING;

LEAST SQUARES APPROXIMATIONS;

EID: 34547494150     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISDA.2006.246     Document Type: Conference Paper

References (11)

1. Brosilow C.B. "Inferential control of process control". AIChE Journal, 1978, 24(3): 475-484.
2. Parrish J.R, Brosilow C.B. "Inferential control Applications". Automatica, 1985, 21(5): 527-538.
3. Kano Manabu, Showchaiya Natthaphon, Hasebe Shinji, Hashimoto Iori. "Inferential control of distillation compositions: selection of model and control configuration". Control Engineering Practice, 2003,11(8): 927-933.
4. Yafen Li, Huiqin Wang. "RBF Neural Network Based Soft Measurement Model for Dryness of Wet Steam". Process Automation Instrumentation,2003, 24(9):9-12.(in Chinese)
5. V. N. Vapnik, The Nature of Statistical Learning Theory, New York, USA: Springer-Verlag, 1995.
6. Xuegong Zhang, "About statistic learning theory and support vector machine", ACTA AUTOMATICA SINICA, 2000, 26(1):32-43.(in Chinese)
7. Weiwu Yan, Huihe Shao, Xiaofan Wang. "Soft sensing modeling based on support vector machine". Computers and Chemical Engineering,2004,28:1489- 1498
8. Suykens J.A.K., Vandewalle J., "Least squares support vector machine classifiers". Neural Processing Letters, vol.9, No.3, 1999..
9. Suykens J.A.K., L. Lukas, J. Vandewalle, "Sparse approximation using least squares support vector machines". IEEE International Symposium on Circuits and Systems, May 28-31, 2000.
10. Suykens J.A.K.. "Nonlinear modeling and support vector machines". Proceedings of the 18th IEEE Conference on Instrumentation and Measurement Technology, Budapest, 2001.
11. E. Marcelo, Suykens J.A.K., D. M. Bart, "Least squares support vector machines and primal space estimation". Proceedings of the 42nd IEEE Conference on Decision and Control, Maui, Hawaii USA, 2003.