Application of genetic algorithms to model parameter identification of a recombinant e.coli high-cell density fed-batch fermentation / Kamaruddin Mamat and Farida Zuraina Mohd Yusof

In this work, a genetic algorithm was used to estimate both yield and kinetic coefficients of an unstructured model representing a fed-batch high-cell density fermentation of Escherichia coli (E. coli). The model based on the General State Space Dynamical Model was used to represent the three major...

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Main Authors: Mamat, Kamaruddin, Mohd Yusof, Farida Zuraina
Format: Conference or Workshop Item
Language:English
Published: 2008
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Online Access:https://ir.uitm.edu.my/id/eprint/58814/1/58814.PDF
https://ir.uitm.edu.my/id/eprint/58814/
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Institution: Universiti Teknologi Mara
Language: English
id my.uitm.ir.58814
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spelling my.uitm.ir.588142022-11-30T08:23:19Z https://ir.uitm.edu.my/id/eprint/58814/ Application of genetic algorithms to model parameter identification of a recombinant e.coli high-cell density fed-batch fermentation / Kamaruddin Mamat and Farida Zuraina Mohd Yusof Mamat, Kamaruddin Mohd Yusof, Farida Zuraina Fermentation Bacteria In this work, a genetic algorithm was used to estimate both yield and kinetic coefficients of an unstructured model representing a fed-batch high-cell density fermentation of Escherichia coli (E. coli). The model based on the General State Space Dynamical Model was used to represent the three major metabolic pathways: oxidative growth on glucose, fermentative growth on glucose and oxidative growth on acetate. The structure of the kinetic equations was derived from literature and adapted to represent experimental results. Genetic Algorithm was used to minimize the normalized quadratic differences between simulated and real values of side variables X. A and W by manipulating both yield and kinetic coefficients. 2008 Conference or Workshop Item PeerReviewed text en https://ir.uitm.edu.my/id/eprint/58814/1/58814.PDF Application of genetic algorithms to model parameter identification of a recombinant e.coli high-cell density fed-batch fermentation / Kamaruddin Mamat and Farida Zuraina Mohd Yusof. (2008) In: Proceedings STSS 2008, 3-4 June 2008, M.S. Garden Hotel, Kuantan Pahang.
institution Universiti Teknologi Mara
building Tun Abdul Razak Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Mara
content_source UiTM Institutional Repository
url_provider http://ir.uitm.edu.my/
language English
topic Fermentation
Bacteria
spellingShingle Fermentation
Bacteria
Mamat, Kamaruddin
Mohd Yusof, Farida Zuraina
Application of genetic algorithms to model parameter identification of a recombinant e.coli high-cell density fed-batch fermentation / Kamaruddin Mamat and Farida Zuraina Mohd Yusof
description In this work, a genetic algorithm was used to estimate both yield and kinetic coefficients of an unstructured model representing a fed-batch high-cell density fermentation of Escherichia coli (E. coli). The model based on the General State Space Dynamical Model was used to represent the three major metabolic pathways: oxidative growth on glucose, fermentative growth on glucose and oxidative growth on acetate. The structure of the kinetic equations was derived from literature and adapted to represent experimental results. Genetic Algorithm was used to minimize the normalized quadratic differences between simulated and real values of side variables X. A and W by manipulating both yield and kinetic coefficients.
format Conference or Workshop Item
author Mamat, Kamaruddin
Mohd Yusof, Farida Zuraina
author_facet Mamat, Kamaruddin
Mohd Yusof, Farida Zuraina
author_sort Mamat, Kamaruddin
title Application of genetic algorithms to model parameter identification of a recombinant e.coli high-cell density fed-batch fermentation / Kamaruddin Mamat and Farida Zuraina Mohd Yusof
title_short Application of genetic algorithms to model parameter identification of a recombinant e.coli high-cell density fed-batch fermentation / Kamaruddin Mamat and Farida Zuraina Mohd Yusof
title_full Application of genetic algorithms to model parameter identification of a recombinant e.coli high-cell density fed-batch fermentation / Kamaruddin Mamat and Farida Zuraina Mohd Yusof
title_fullStr Application of genetic algorithms to model parameter identification of a recombinant e.coli high-cell density fed-batch fermentation / Kamaruddin Mamat and Farida Zuraina Mohd Yusof
title_full_unstemmed Application of genetic algorithms to model parameter identification of a recombinant e.coli high-cell density fed-batch fermentation / Kamaruddin Mamat and Farida Zuraina Mohd Yusof
title_sort application of genetic algorithms to model parameter identification of a recombinant e.coli high-cell density fed-batch fermentation / kamaruddin mamat and farida zuraina mohd yusof
publishDate 2008
url https://ir.uitm.edu.my/id/eprint/58814/1/58814.PDF
https://ir.uitm.edu.my/id/eprint/58814/
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