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Received June 12, 2004
Accepted November 6, 2004
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Multiloop PID Controller Design using Partial Least Squares Decoupling Structure
Department of Chemical Engineering, Chung-Yuan Christian University, Chung-Li, 320, Taiwan
Korean Journal of Chemical Engineering, March 2005, 22(2), 173-183(11), 10.1007/BF02701481
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Abstract
The goal of this paper is to identify and control multi-input multi-output (MIMO) processes by means of the dynamic partial least squares (PLS) model, which consists of a memoryless PLS model connected in series with linear dynamic models. Unlike the traditional decoupling MIMO process, the dynamic PLS model can decompose the MIMO process into a multiloop control system in a reduced subspace. Without the decoupler design, the optimal tuning multiloop PID controller based on the concept of general minimum variance and the constrained criteria can be directly and separately applied to each control loop under the proposed PLS modeling structure. Several potential applications using this technique are demonstrated.
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Han IS, Kim M, Lee CH, Cha W, Ham BK, Jeong JH, Lee H, Chung CB, Han C, Korean J. Chem. Eng., 20(6), 977 (2003)
Hoskuldsson A, J. Chemometr., 2, 211 (1988)
Kashiwagi H, Li Y, Korean J. Chem. Eng., 21(2), 329 (2004)
Kaspar MH, Ray WH, AIChE J., 38, 1539 (1992)
Kaspar MH, Ray WH, Chem. Eng. Sci., 48, 3447 (1993)
Kourti T, MacGregor JF, J. Qual. Technol., 28, 409 (1996)
Ku W, Storer RH, Georgakis C, Chemometrics Intell. Lab. Syst., 30, 179 (1995)
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Luyben WL, Ind. Eng. Chem., 25, 654 (1986)
Nahas EP, Henson MA, Seborg DE, Comput. Chem. Eng., 12, 1039 (1992)
Ortega R, Kelly R, IEEE Trans. Ind. Electron., 31, 312 (1984)
Oh SC, Yeo YK, Korean J. Chem. Eng., 12(4), 472 (1995)
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Radke F, Isermann R, Automatica, 23, 449 (1987)
Reeves DE, Arkun Y, AIChE J., 35, 603 (1989)
Shiu SJ, Hwang SH, Ind. Eng. Chem. Res., 37(1), 107 (1998)
Wittenmark B, Self-Tuning PID Controllers Based on Pole Placement, Lund Inst. of Technical Report, TFRT-7179 (1979)
Wolovich WA, Flab PL, SIAM J. Control Optim., 7, 437 (1969)
Zhuang M, Atherton DP, IEE Proc.-Control Theory Appl., 141(2), 111 (1994)
Zwick WR, Velicer WF, Psychol. Bull., 99, 432 (1986)
