Monitoring of fed-batch E. coli fermentations with software sensors

Detalhes bibliográficos
Autor(a) principal: Veloso, Ana C. A.
Data de Publicação: 2009
Outros Autores: Rocha, I., Ferreira, Eugénio C.
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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spelling 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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