Model order selection for process identification applied to an industrial ethylene furnace

Journal of Process Control

Volumn 13, Issue 6, 2003, Pages 569-577

  Bindlish, Rahul ^a  

^a DOW CHEMICAL COMPANY   (United States)

Author keywords

Closed loop; Ethylene furnace; Model reduction; System identification

Indexed keywords

CLOSED LOOP CONTROL SYSTEMS; ETHYLENE; MATHEMATICAL MODELS; REGRESSION ANALYSIS;

MODEL REDUCTION;

INDUSTRIAL FURNACES;

EID: 0037412099     PISSN: 09591524     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0959-1524(02)00087-2     Document Type: Article

References (22)

1. Soderstrom T., Stoica P. System Identification. 1989;Prentice Hall, London.
2. Ljung L. System Identification: Theory for the User. 1999;Prentice Hall, NJ.
3. Van den Hof P.M.J., Schrama R.J.P. Identification and control - closed-loop issues. Automatica. 31(12):1995;1751-1770.
4. Eek R.A., Both J.A., Van den Hof P.M.J. Closed-loop identification of a continuous crystallization process. AIChE J. 42(3):1996;767-776.
5. Forssell U., Ljung L. Closed-loop identification. Revisited, Automatica. 35(7):1999;1215-1241.
6. Esmaili A., MacGregor J.F., Taylor P.A. Direct and two-step methods for closed-loop identification: a comparison of asymptotic and finite data set performance. J. Proc. Cont. 10(6):2000;525-537.
7. Akaike H. A new look at the statistical model identification. IEEE Trans. Autom. Control AC. 19(6):1974;716-723.
8. Rissanen J. Minmax entropy estimation of models for vector processes. Mehra R.K., Lainiotis D.G. System Identification: Advances and Case Studies. 1976;97-119 Academic Press, New York.
9. Akaike H. Modern development of statistical methods. Eykhoff P. Trends and Progress in System Identification. 1981;169-184 Pergamon Press, New York.
10. Rissanen J. Minimum description length principles. Kotz S., Johnson N.L. Encyclopedia of Statistical Sciences, Vol. V. 1985;523-527 Wiley, New York.
11. Sriniwas G.R., Arkun Y., Chien I-L., Ogunnaike B.A. Nonlinear identification and control of a high-purity distillation column: a case study. J. Proc. Cont. 5(3):1995;149-162.
12. Banerjee P., Shah S.L., Niu S., Fisher D.G. Identification of dynamic models for the shell benchmark problem. J. Proc. Cont. 5(2):1995;85-97.
13. Nikolaou M., Vuthandam P. FIR Model identification: parsimony through kernel compression with wavelets. AIChE J. 44(1):1998;141-150.
14. Arifin N., Wang L., Goberdhansingh E., Cluett W.R. Identification of the shell distillation column using the frequency sampling filter model. J. Proc. Cont. 5(2):1995;71-76.
15. Zhu Y. Multivariable process identification for MPC: the asymptotic method and its applications. J. Proc. Cont. 8(2):1998;101-115.
16. Rhodes C., Morari M. Determining the model order of nonlinear input/output systems. AIChE J. 44(1):1998;151-163.
17. Bomberger J.D., Seborg D.E. Determination of model order for NARX models directly from input-output data. J. Proc. Cont. 8(5-6):1998;459-468.
18. Ling W., Rivera D.E. A methodology for control-relevant nonlinear system identification using restricted complexity models. J. Proc. Cont. 11(2):2001;209-222.
19. Kniel L., Winter O., Stork K. Ethylene: Keystone to the Petrochemical Industry. 1980;Marcel Dekker, New York.
20. Bard Y. Nonlinear Parameter Estimation. 1974;Academic Press, New York.
21. Akaike H. Canonical correlation analysis and information criterion. Mehra R.K., Lainiotis D.G. System Identification: Advances and Case Studies. 1976;38-47 Academic Press, New York.
22. Sundaram K.M., Froment G.F. Modeling of thermal cracking kinetics - I. Thermal cracking of ethane, propane and their mixtures. Chem. Eng. Sci. 32:1977;601-608.