Recursive parameter identification for fermentation processes with the multiple model technique

被引:6
|
作者
Chen, Lei [1 ]
Liu, Fei [1 ]
机构
[1] Jiangnan Univ, Inst Automat, Minist Educ, Key Lab Adv Proc Control Light Ind, Wuxi 214122, Peoples R China
关键词
System modeling; Parameter estimation; Recursive identification; Multiple model technique; Fermentation process; PRINCIPAL COMPONENT ANALYSIS; FED-BATCH FERMENTATION; LEAST-SQUARES; PENICILLIN FERMENTATION; SYSTEMS; ALGORITHMS;
D O I
10.1016/j.apm.2011.08.021
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper considers parameter identification problems for a fermentation process. Since the fermentation process is nonlinear, it is difficult to use a single-model for describing such a process and thus we use the multiple model technique to study the identification methods. The basic idea is to establish the model of the fermentation process at each operation point by means of the least squares principle, to obtain multiple models with different points, and then use the weighting functions or interpolation methods to compute the total model or the global model. Finally, a numerical example is provided to test the effectiveness of the proposed algorithm. (C) 2011 Elsevier Inc. All rights reserved.
引用
收藏
页码:2275 / 2285
页数:11
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