화학공학소재연구정보센터
Korean Journal of Chemical Engineering, Vol.21, No.1, 168-176, January, 2004
Nonlinear Model Order Reduction and Control of Particle Size Distribution in a Semibatch Vinyl Acetate/Butyl Acrylate Emulsion Copolymerization Reactor
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This paper addresses the control of the full particle size distribution (PSD) in a semibatch emulsion copolymerization reactor. The numerical approximation of a fundamental population balance model results in a high order system to accurately describe the distribution of particle size; therefore, model order reduction is required. Pseudo random input signals are input to the mechanistic model to generate a data set which covers the reachable region of the system, on the basis of which the transformation matrices are calculated by principal component analysis (PCA). A linear time varying model with reduced order obtained from the transformation matrices is augmented in the prediction equation of linear model predictive control. The performance of the controller is evaluated to drive the particle size distribution at the final time of the batch to the desired distribution in the presence of disturbances.
  1. Aling H, Ebert JL, Emami-Naeini A, Kosut RL, "Application of Nonlinear Model Reduction to Rapid Thermal Processing (RTP) Reactors," Proc. Int. Rapid Thermal Processing Conf., 356 (1996)
  2. Bangia AK, Batcho PF, Kevrekidis IG, Karniadakis GE, SIAM J. Sci. Comput., 18, 775 (1997) 
  3. Boley DL, Circ. Syst. Signal Process., 13, 733 (1994) 
  4. Chiu T, Christofides PD, AIChE J., 45, 1279 (1999) 
  5. Coen EM, Gilbert RG, Morrison BR, Leube H, Peach S, Polymer, 39(26), 7099 (1998) 
  6. Crowley TJ, Meadows ES, Kostoulas E, Doyle FJ, J. Process Control, 10(5), 419 (2000) 
  7. Elizalde O, Vicente M, Leiza JR, Asua JM, Polym. React. Eng., 10, 265 (2002) 
  8. Flores-Cerrillo J, MacGregor JF, Ind. Eng. Chem. Res., 41(7), 1805 (2002) 
  9. Garcia CE, Morari M, Ind. Eng. Chem. Process Des. Dev., 21, 308 (1982) 
  10. Geladi P, Kowalski BR, Anal. Chim. Acta, 185, 1 (1986) 
  11. Gelbard F, Tambour Y, Seinfeld JH, J. Colloid Interface Sci., 68, 363 (1980)
  12. Gilbert RG, "Emulsion Polymerization: A Mechanistic Approach," Academic Press (1995)
  13. Graham MD, Kevrekidis IG, Comput. Chem. Eng., 20(5), 495 (1996) 
  14. Henson MA, "Distribution Control of Particulate Systems Based on Population Balance Equation Models," Proc. Am. Control. Conf., 3967 (2003)
  15. Hounslow MJ, AIChE J., 36, 106 (1990) 
  16. Immanuel CD, Doyle FJ, Chem. Eng. Sci., 57(20), 4415 (2002) 
  17. Immanuel CD, Cordeiro CF, Sundaram SS, Meadows ES, Crowley TJ, Doyle FJ, Comput. Chem. Eng., 26(7-8), 1133 (2002) 
  18. Immanuel CD, Doyle FJ, Chem. Eng. Sci., 58(16), 3681 (2003) 
  19. Immanuel CD, Doyle FJ, Cordeiro CF, Sundaram SS, AIChE J., 49(6), 1392 (2003) 
  20. Kesavan P, Lee JH, Saucedo V, Krishnagopalan GA, J. Process Control, 10(2-3), 229 (2000) 
  21. Kumar S, Ramkrishna D, Comput. Chem. Eng., 52, 4659 (1997)
  22. Landgrebe JD, Pratsinis SE, J. Colloid Interface Sci., 139, 63 (1990) 
  23. Lee JH, Ricker NL, Ind. Eng. Chem. Res., 33(6), 1530 (1994) 
  24. Loffler HP, Marquardt W, "On the Order Reduction of Nonlinear Differential-Algebraic Process Models," Proc. Am. Control Conf., 1546 (1992)
  25. Maner BR, Doyle FJ, Ogunnaike BA, Pearson RK, Automatica, 32(9), 1285 (1996) 
  26. Mantzaris NV, Daoutidis P, Srienc F, Comput. Chem. Eng., 25(11-12), 1411 (2001) 
  27. Min KW, Ray WH, J. Macromol. Sci.-Rev. Macromol. Chem. Phys., C11, 177 (1974)
  28. Ramkrishna D, Rev. Chem. Eng., 3, 49 (1985)
  29. Ramkrishna D, "Population Balances," Academic Press, San Diego (2000)
  30. Rawlings JB, Ray WH, Chem. Eng. Sci., 42, 2767 (1987) 
  31. Saldivar E, Dafniotis P, Ray WH, J. Macromol. Sci.-Rev. Macromol. Chem. Phys., C38, 207 (1998)
  32. Sharaf MA, Illman DL, Kowalski BR, "Chemometrics," John Wiley & Sons, New York (1986)
  33. Shvartsman SY, Kevrekidis IG, AIChE J., 44(7), 1579 (1998) 
  34. Su T, Craig PR, J. Guid. Control. Dynam., 14, 260 (1991)
  35. Valappil J, Georgakis C, AIChE J., 48(9), 2006 (2002) 
  36. Yabuki Y, Macgregor JF, Ind. Eng. Chem. Res., 36(4), 1268 (1997) 
  37. Zeaiter J, Romagnoli JA, Barton GW, Gomes VG, Hawkett BS, Gilbert RG, Chem. Eng. Sci., 57(15), 2955 (2002)