Heuristic on-line tuning for nonlinear model predictive controllers using fuzzy logic

Journal of Process Control

Volumn 13, Issue 5, 2003, Pages 383-396

  Ali, Emad ^a  

^a KING SAUD UNIVERSITY   (Saudi Arabia)

Author keywords

Fuzzy logic; Model predictive control; On line tuning; Performance specification

Indexed keywords

ALGORITHMS; FUZZY SETS; MATHEMATICAL MODELS; NONLINEAR CONTROL SYSTEMS; ONLINE SYSTEMS; PREDICTIVE CONTROL SYSTEMS;

ON-LINE TUNING;

PROCESS ENGINEERING;

EID: 0037411802     PISSN: 09591524     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0959-1524(02)00064-1     Document Type: Article

References (27)

1. C.R. Cutler, B.L. Ramaker, Dynamic matrix control - a computer control algorithm, Proceeding of JACC, San Francisco, CA, 1980.
2. Clarke D.W., Mohtadi C., Tuffs P.S. Generalized predictive control - part I. the basic algorithm Automatica. 23:1987;137-148.
3. Garcia C.E., Morshedi M. Quadratic programming solution of dynamic matrix control (QDMC). Chem. Eng. Comm. 46:1986;73-87.
4. S.J. Qin, T.A. Badgwell, An overview of industrial model predictive technology, in: Jeffrey C. Kantor, Carlos E. Garcia, Brice Carnahan (Eds.), Fifth International Conference on Chemical Process Control, AIChE Symposium Series 316, 93, 1997, pp. 232-256.
5. Morari M., Lee J. Model predictive control. past, present and future Comp. Chem. Eng. 21:1999;667-682.
6. Ali E., Zafiriou E. Optimization-based tuning of non-linear model predictive control with state estimation. Journal of Process Control. 3:1993;97-107.
7. L.T. Biegler, J.B. Rawlings, Optimization approach to non-linear model predictive control, in: Proceedings of CPC IV, 1991, pp. 543-571.
8. Henson M. Non-linear model predictive control. current status and future directions Comp. Chem. Eng. 23:1998;187-202.
9. Qin S.J., Bafwell T.A. An overview of non-linear model predictive control applications. Allgower F., Zheng A. Non-linear Model Predictive Control. 2000;Birkhauser, Switzerland.
10. Garcia C., Morari M. Internal model control 1. a unifying review and some new results Ind. Eng. Chem. Proc. Des. Dev. 21:1982;309-323.
11. H. Ohno, M. Ohshima, I. Hashimoto, A study on robust stability of model predictive control, IFAC Model Based Process Control, GA, USA, 1988.
12. Meadows E.S., Rawlings J.B.Modelpredictivecontrol Henson M.A., Seborg D.E. Non-linear process control. 1997;Prentice-Hall, Englewood Cliff, NJ.
13. Lee J.H., Yu Z.H. Tuning of model predictive controllers for robust performance. Comp. Chem. Eng. 18:1994;15-37.
14. Shridhar R., Cooper D.J. A tuning strategy for unconstrained SISO model predictive control. Ind. Eng. Chem. Res. 36:1997;729-746.
15. Shridhar R., Cooper D.J. A tuning strategy for unconstrained multivariable model predictive control. Ind. & Eng. Chem. Res. 37:1998;4003-4016.
16. Jiang A., Jutan A. Response surface tuning methods in dynamic matrix control of a pressure tank system. Ind. Eng. Chem. Res. 39:2000;3833-3843.
17. Al-Ghazzawi A., Ali E., Nouh A., Zafiriou E. On-line tuning strategy for model predictive controllers. J. Process Control. 11:2001;265-284.
18. Nicolao G., Magni L., Scattolini R. Stability and robustness of non-linear receding horizon control. Allgower F., Zheng A. Non-linear Model Predictive Control. 2000;3-22 Birkhauser.
19. Emad Ali, Automatic tuning of model predictive controllers based on fuzzy logic, Proceeding of IASTED Conference on Control and Applications, Banff, Canada, 27-29 June 2001, pp. 136-142.
20. Zafiriou E., Marchal A. Stability of SISO quadratic dynamic matrix control with hard output constraints. AIChE J. 37:1991;1550-1560.
21. Yen J., Langari R. Fuzzy control. 1999;Prentice Hall, New Jersey.
22. Economu C.G., Morari M., Palsson Internal model control 5. Extension to non-linear systems. Ind. Eng. Chem. Proc. Des. Dev. 25:1986;403-411.
23. I.D. Burdett, The union carbide UNIPOL process: polymerization of olefins in a gas-phase fluidized bed, AIChE annual meeting, Washington, DC, USA, 27 November-2 December 1988.
24. Ali E.M., Abasaeed A.E., Al-Zahrani S.M. Optimization and control of gas phase ethylene polymerization reactors. Ind. Eng. Chem. Res. 37:1998;3414-3423.
25. Abasaeed A., Al-Zahrani S. Modeling of fluidized bed reactors for the polymerization reaction of ethylene and propylene. J. Dev. Chem. Eng. & Mineral Proc. 6:1997;121.
26. Ali E., Alhumaizi K. Temperature control of ethylene to butene-1 dimerization reactor. Ind. Eng. Chem. Res. 39:2000;1320-1329.
27. Alhumaizi K.I. Stability analysis of the ethylene dimerization reactor for the selective production of butene-1. IChemE. 78:2000;492-498.