修志龙

个人信息Personal Information

教授

博士生导师

硕士生导师

性别:男

毕业院校:大连理工大学

学位:博士

所在单位:生物工程学院

学科:生物化工. 生物工程与技术

联系方式:zhlxiu@dlut.edu.cn

电子邮箱:zhlxiu@dlut.edu.cn

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Modeling and parameter estimation of a nonlinear switching system in fed-batch culture with pH feedback

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论文类型:期刊论文

发表时间:2012-10-01

发表刊物:APPLIED MATHEMATICAL MODELLING

收录刊物:SCIE、EI、Scopus

卷号:36

期号:10

页面范围:4887-4897

ISSN号:0307-904X

关键字:Fed-batch culture; Nonlinear switching system; Parameter estimation; Parametric sensitivity function; Inequality path constraints; Optimization algorithm

摘要:In this paper, we propose a nonlinear switching system to formulate the coupled fed-batch culture with pH feedback of glycerol to 1,3-propanediol by Klebsiella pneumoniae and discuss its some basic properties. The parametric sensitivity functions are also given to obtain the derivatives of solutions with respect to the unknown kinetic parameters. To estimate those parameters from the experimental data, we present a parameter estimation problem with inequality path constraints. By constraint transcription and local smoothing technique, the estimation problem is transformed and solved by an optimization algorithm, which is constructed via sensitivity functions approach. Finally, an illustrative numerical example shows the appropriateness of the nonlinear switching system and the validity of optimization algorithm. (C) 2011 Elsevier Inc. All rights reserved.