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 |
| _version_ | 1811271374032863232 |
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| author | Tzanko Georgiev Velitchka Ivanova KalinTodorov Julia Kristeva Ignat Dimov Alexander Ratkov |
| author_facet | Tzanko Georgiev Velitchka Ivanova KalinTodorov Julia Kristeva Ignat Dimov Alexander Ratkov |
| author_sort | Tzanko Georgiev |
| collection | DOAJ |
| description | 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. |
| first_indexed | 2024-04-12T22:18:58Z |
| format | Article |
| id | doaj.art-cf86ca212c784ebcbce6301d04036429 |
| institution | Directory Open Access Journal |
| issn | 1313-261X 1312-451X |
| language | English |
| last_indexed | 2024-04-12T22:18:58Z |
| publishDate | 2006-04-01 |
| publisher | Academic Publishing House |
| record_format | Article |
| series | Bioautomation |
| spelling | doaj.art-cf86ca212c784ebcbce6301d040364292022-12-22T03:14:26ZengAcademic Publishing HouseBioautomation1313-261X1312-451X2006-04-01412429Time Series Analysis of Fed-batch Fermentation Process for L-valine ProductionTzanko GeorgievVelitchka IvanovaKalinTodorovJulia KristevaIgnat DimovAlexander RatkovFed-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.http://www.clbme.bas.bg/bioautomation/2006/vol_4.1/files/4_1.3.pdf ModellingTime series analysisFed-batch fermentation processL-valine |
| spellingShingle | Tzanko Georgiev Velitchka Ivanova KalinTodorov Julia Kristeva Ignat Dimov Alexander Ratkov Time Series Analysis of Fed-batch Fermentation Process for L-valine Production Bioautomation Modelling Time series analysis Fed-batch fermentation process L-valine |
| title | Time Series Analysis of Fed-batch Fermentation Process for L-valine Production |
| title_full | Time Series Analysis of Fed-batch Fermentation Process for L-valine Production |
| title_fullStr | Time Series Analysis of Fed-batch Fermentation Process for L-valine Production |
| title_full_unstemmed | Time Series Analysis of Fed-batch Fermentation Process for L-valine Production |
| title_short | Time Series Analysis of Fed-batch Fermentation Process for L-valine Production |
| title_sort | time series analysis of fed batch fermentation process for l valine production |
| topic | Modelling Time series analysis Fed-batch fermentation process L-valine |
| url | http://www.clbme.bas.bg/bioautomation/2006/vol_4.1/files/4_1.3.pdf |
| work_keys_str_mv | AT tzankogeorgiev timeseriesanalysisoffedbatchfermentationprocessforlvalineproduction AT velitchkaivanova timeseriesanalysisoffedbatchfermentationprocessforlvalineproduction AT kalintodorov timeseriesanalysisoffedbatchfermentationprocessforlvalineproduction AT juliakristeva timeseriesanalysisoffedbatchfermentationprocessforlvalineproduction AT ignatdimov timeseriesanalysisoffedbatchfermentationprocessforlvalineproduction AT alexanderratkov timeseriesanalysisoffedbatchfermentationprocessforlvalineproduction |