Time Series Analysis of Fed-batch Fermentation Process for L-valine Production
Fed-batch fermentation processes are some of the most efficient and wildly applied types of cultivation for industrial production of most amino acids including L-valine. Time series analysis is an important tool for description of the experimental data. This article deals with statistical inference...
Main Authors: | , , , , , |
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Format: | Article |
Language: | English |
Published: |
Academic Publishing House
2006-04-01
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Series: | Bioautomation |
Subjects: | |
Online Access: | http://www.clbme.bas.bg/bioautomation/2006/vol_4.1/files/4_1.3.pdf |
Summary: | Fed-batch fermentation processes are some of the most efficient and wildly applied types of cultivation for industrial production of most amino acids including L-valine. Time series analysis is an important tool for description of the experimental data. This article deals with statistical inference from the time series analysis of generalised stoichiometric equations as a hypothesis for modelling and optimisation. The aim of the article is to develop some time series models of generalized stoichiometric equations. The identification procedure includes the following steps: description of the process by generalized stoichiometric equations; preliminary data processing; model structure selection for each stoichiometric equation; estimation of the model's parameters; verification of the derived models. |
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ISSN: | 1313-261X 1312-451X |