Nonlinear model predictive control of a pH neutralization process based on Wiener-Laguerre model

Chemical Engineering Journal

Volumn 146, Issue 3, 2009, Pages 328-337

  Mahmoodi, Sanaz ^a   Poshtan, Javad ^a   Jahed Motlagh, Mohammad Reza ^a   Montazeri, Allahyar ^a  

^a IRAN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Iran)

Author keywords

Nonlinear model predictive control (NMPC); pH neutralization; Wiener Laguerre

Indexed keywords

IDENTIFICATION (CONTROL SYSTEMS); MATHEMATICAL MODELS; NONLINEAR SYSTEMS; POLYNOMIAL APPROXIMATION; POLYNOMIALS; PREDICTIVE CONTROL SYSTEMS; PROCESS CONTROL; SEQUENTIAL SWITCHING;

LAGUERRE FILTERS; LAGUERRE MODELS; LINEAR MODELS; NEUTRALIZATION PROCESSES; NONLINEAR MODEL PREDICTIVE CONTROL (NMPC); NONLINEAR PARTS; NONLINEAR POLYNOMIALS; RATE OF CONVERGENCES; REASONABLE TIMES; SECOND ORDERS; SEQUENTIAL QUADRATIC PROGRAMMINGS; WIENER MODELS; WIENER-LAGUERRE;

MODEL PREDICTIVE CONTROL;

EID: 58349083459     PISSN: 13858947     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cej.2008.06.010     Document Type: Article

References (20)

1. Qin S.J., and Badgwell T.A. An overview of industrial model predictive control applications. International Symposium on Nonlinear Model Predictive Control: Assessment and Future Directions (1998)
2. Patwardhan S.C., and Madhavan K.P. Nonlinear predictive control using quadratic prediction models. Ind. Eng. Chem. Res. 32 (1993) 334-344
3. Hernandez E., and Arkun Y. Control of nonlinear systems using polynomial ARMA models. AIChE J. 39 (1993) 446-460
4. Patwardhan S.C., and Madhavan K.P. Nonlinear internal model control using quadratic models. Comp. Chem. Eng. 22 (1998) 3-4
5. Su H.T., and McAvoy T.J. Artificial Networks for Nonlinear Process Identification and Control, Nonlinear Process Control (1997), Prentice-Hall, Upper Saddle River, NJ (Chapter 7)
6. Patwardhan R.S., Lakshinarayan S., and Shah S.L. Constrained nonlinear MPC using Hammerstein and Wiener models: PLS framework. AIChE J. 44 (1998) 1611-1622
7. Boyd S., and Chua L. Fading memory and the problem of approximating nonlinear operators with Volterra series. IEEE Trans. Circ. Syst. 32 (1985) 1150-1161
8. Bloemen H., Chou C., van den Boom T., Verdult V., Verhaegen M., and Backx T. Wiener model identification and predictive control for dual composition control of a distillation column. J. Process Control 11 (2001) 601-620
9. Norquay S., Palazoglu A., and Romagnoli J. Application of Wiener Model Predictive Control (WMPC) to a pH neutralization experiment. IEEE Trans. Control Syst. Technol. 7 (1999) 437-445
10. Garcia C.E., Prett D.M., and Morari M. Model predictive control: theory and practice-a survey. Automatica 25 (1989) 335
11. Zervos C.C., and Dumont G.A. Deterministic adaptive control based on Laguerre series representation. Int. J. Contr. 48 (1988) 2333-2359
12. Wahlberg B. System identification using Laguerre models. IEEE Trans. Automat. Contr. 36 (1991) 551-562
13. Saha P., Krishnam S.H., Rao V.S.R., and Patwardhan S. Modeling and predictive control of MIMO nonlinear systems using Wiener-Laguerre models. Chem. Eng. Commun. 191 (2004) 1083-1119
14. Dumont G.A., Fu Y., and Lu G. In: Clarke D. (Ed). Advances in Model-Based Predictive Control (1994), Oxford University Press, New York 498-515
15. Sentoni G.B., Guiver J.P., Zhao H., and Biegler L.T. State space non-linear process modeling. AIChE J. 44 (1998) 2229-2238
16. Zhu Y. Multivariable System Identification for Process Control (2001), Elsevier Science Ltd.
17. Meadows E.S., and Rawlings J.B. In: Henson M.A., and Seborg D.E. (Eds). Nonlinear Process Control (1997), Prentice-Hall, Upper Saddle River, NJ (Chapter 5)
18. Henson M., and Seborg D. Adaptive nonlinear control of a pH neutralization process. IEEE Trans. Control Syst. Technol. 2 (1994) 169-182
19. Mahmoodi S., Montazeri A., Poshtan J., Jahed-Motlagh M.R., and Poshtan M. Volterra-Laguerre modeling for NMPC. Proceedings of the IEEE International Conference on Signal Processing and Communication. Dubai, UAE, November (2007)
20. Gomez J.C., and Baeyens E. Wiener model identification and predictive control of a pH neutralization process. IEE Control Theory Appl. 151 (2004) 329-338