Monitoring of fed-batch E. coli fermentations with software sensors
Autor(a) principal: | |
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Data de Publicação: | 2009 |
Outros Autores: | , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | https://hdl.handle.net/1822/9417 |
Resumo: | Accurate monitoring and control of industrial bioprocess requires the knowledge of a great number of variables, being some of them not measurable with standard devices. To overcome this difficulty, software sensors can be used for on-line estimation of those variables and, therefore, its development is of paramount importance. An Asymptotic Observer was used for monitoring Escherichia coli fed-batch fermentations. Its performance was evaluated using simulated and experimental data. The results obtained showed that the observer was able to predict the biomass concentration profiles showing, however, less satisfactory results regarding the estimation of glucose and acetate concentrations. In comparison with the results obtained with an Extended Kalman Observer, the performance of the Asymptotic Observer in the fermentation monitoring was slightly better. |
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Monitoring of fed-batch E. coli fermentations with software sensorsSoftware sensorsState estimationNonlinear systemsFed-batch fermentationBiomassScience & TechnologyAccurate monitoring and control of industrial bioprocess requires the knowledge of a great number of variables, being some of them not measurable with standard devices. To overcome this difficulty, software sensors can be used for on-line estimation of those variables and, therefore, its development is of paramount importance. An Asymptotic Observer was used for monitoring Escherichia coli fed-batch fermentations. Its performance was evaluated using simulated and experimental data. The results obtained showed that the observer was able to predict the biomass concentration profiles showing, however, less satisfactory results regarding the estimation of glucose and acetate concentrations. In comparison with the results obtained with an Extended Kalman Observer, the performance of the Asymptotic Observer in the fermentation monitoring was slightly better.recSysBioPrograma de Desenvolvimento Educativo para Portugal III (PRODEP)SpringerUniversidade do MinhoVeloso, Ana C. A.Rocha, I.Ferreira, Eugénio C.2009-042009-04-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/1822/9417eng"Bioprocess and Biosystems Engineering". ISSN 1615-7591. 32:3 (Apr. 2009) 381-388.1615-759110.1007/s00449-008-0257-x18726617info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-05-11T06:08:49Zoai:repositorium.sdum.uminho.pt:1822/9417Portal AgregadorONGhttps://www.rcaap.pt/oai/openairemluisa.alvim@gmail.comopendoar:71602024-05-11T06:08:49Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse |
dc.title.none.fl_str_mv |
Monitoring of fed-batch E. coli fermentations with software sensors |
title |
Monitoring of fed-batch E. coli fermentations with software sensors |
spellingShingle |
Monitoring of fed-batch E. coli fermentations with software sensors Veloso, Ana C. A. Software sensors State estimation Nonlinear systems Fed-batch fermentation Biomass Science & Technology |
title_short |
Monitoring of fed-batch E. coli fermentations with software sensors |
title_full |
Monitoring of fed-batch E. coli fermentations with software sensors |
title_fullStr |
Monitoring of fed-batch E. coli fermentations with software sensors |
title_full_unstemmed |
Monitoring of fed-batch E. coli fermentations with software sensors |
title_sort |
Monitoring of fed-batch E. coli fermentations with software sensors |
author |
Veloso, Ana C. A. |
author_facet |
Veloso, Ana C. A. Rocha, I. Ferreira, Eugénio C. |
author_role |
author |
author2 |
Rocha, I. Ferreira, Eugénio C. |
author2_role |
author author |
dc.contributor.none.fl_str_mv |
Universidade do Minho |
dc.contributor.author.fl_str_mv |
Veloso, Ana C. A. Rocha, I. Ferreira, Eugénio C. |
dc.subject.por.fl_str_mv |
Software sensors State estimation Nonlinear systems Fed-batch fermentation Biomass Science & Technology |
topic |
Software sensors State estimation Nonlinear systems Fed-batch fermentation Biomass Science & Technology |
description |
Accurate monitoring and control of industrial bioprocess requires the knowledge of a great number of variables, being some of them not measurable with standard devices. To overcome this difficulty, software sensors can be used for on-line estimation of those variables and, therefore, its development is of paramount importance. An Asymptotic Observer was used for monitoring Escherichia coli fed-batch fermentations. Its performance was evaluated using simulated and experimental data. The results obtained showed that the observer was able to predict the biomass concentration profiles showing, however, less satisfactory results regarding the estimation of glucose and acetate concentrations. In comparison with the results obtained with an Extended Kalman Observer, the performance of the Asymptotic Observer in the fermentation monitoring was slightly better. |
publishDate |
2009 |
dc.date.none.fl_str_mv |
2009-04 2009-04-01T00:00:00Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
https://hdl.handle.net/1822/9417 |
url |
https://hdl.handle.net/1822/9417 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
"Bioprocess and Biosystems Engineering". ISSN 1615-7591. 32:3 (Apr. 2009) 381-388. 1615-7591 10.1007/s00449-008-0257-x 18726617 |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
Springer |
publisher.none.fl_str_mv |
Springer |
dc.source.none.fl_str_mv |
reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação instacron:RCAAP |
instname_str |
Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
instacron_str |
RCAAP |
institution |
RCAAP |
reponame_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
collection |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
repository.name.fl_str_mv |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
repository.mail.fl_str_mv |
mluisa.alvim@gmail.com |
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1817544868035035136 |