Estimation of biomass concentration using interval observers in an E. coli fed-batch fermentation

Detalhes bibliográficos
Autor(a) principal: Veloso, Ana C. A.
Data de Publicação: 2007
Outros Autores: Rocha, I., Ferreira, Eugénio C.
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: https://hdl.handle.net/1822/6762
Resumo: In bioreactors, the measurement of variables that play a key role in the quality and productivity of fermentations, is of major importance. However, their direct measurement is often expensive or even impossible considering the current sensor technology. Therefore, on-line estimation of unmeasured variables in bioreactors can be an interesting approach. The objective of this work is to introduce an alternative solution for the observation of biomass concentration in E. coli fed-batch fermentations, in cases where the kinetic model is unclear and several variables, like the concentration of the influent substrates and the initial values of the state variables are badly known, a situation that is common in many practical applications. The simple interval observer is designed on the basis of the cooperativity properties of the observer error dynamics (Rapaport and Dochain, 2005). The performance of the interval observer is illustrated through numerical simulation and it was found that the observer deal well with uncertainties up to 50% and with white noise in the variables measured on-line. The interval obtained for the biomass estimation is also quite narrow, indicating that it is possible to accurately predict biomass concentration under the presence of uncertainties.
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spelling Estimation of biomass concentration using interval observers in an E. coli fed-batch fermentationBiomass estimationInterval observersUncertaintyFed-batch fermentationIn bioreactors, the measurement of variables that play a key role in the quality and productivity of fermentations, is of major importance. However, their direct measurement is often expensive or even impossible considering the current sensor technology. Therefore, on-line estimation of unmeasured variables in bioreactors can be an interesting approach. The objective of this work is to introduce an alternative solution for the observation of biomass concentration in E. coli fed-batch fermentations, in cases where the kinetic model is unclear and several variables, like the concentration of the influent substrates and the initial values of the state variables are badly known, a situation that is common in many practical applications. The simple interval observer is designed on the basis of the cooperativity properties of the observer error dynamics (Rapaport and Dochain, 2005). The performance of the interval observer is illustrated through numerical simulation and it was found that the observer deal well with uncertainties up to 50% and with white noise in the variables measured on-line. The interval obtained for the biomass estimation is also quite narrow, indicating that it is possible to accurately predict biomass concentration under the presence of uncertainties.Programa de Desenvolvimento Educativo para Portugal (PRODEP)Fundação para a Ciência e a Tecnologia (FCT) - Projecto recSysBio POCI/BIO/60139/2004International Federation of Automatic Control (IFAC)Universidade do MinhoVeloso, Ana C. A.Rocha, I.Ferreira, Eugénio C.2007-062007-06-01T00:00:00Zconference paperinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://hdl.handle.net/1822/6762engINTERNATIONAL IFAC SYMPOSIUM ON COMPUTER APPLICATIONS ON BIOTECHNOLOGY, 10, Cancún, Mexico, 2007 – “Preprints on the 10th International IFAC Symposium on Computer Applications on Biotechnology”. [S.l. : IFAC, 2007?], vol. 1, p. 99-104.97839026616161474-6670info: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:RCAAP2024-05-11T04:49:11Zoai:repositorium.sdum.uminho.pt:1822/6762Portal AgregadorONGhttps://www.rcaap.pt/oai/openairemluisa.alvim@gmail.comopendoar:71602024-05-11T04:49:11Repositório 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 Estimation of biomass concentration using interval observers in an E. coli fed-batch fermentation
title Estimation of biomass concentration using interval observers in an E. coli fed-batch fermentation
spellingShingle Estimation of biomass concentration using interval observers in an E. coli fed-batch fermentation
Veloso, Ana C. A.
Biomass estimation
Interval observers
Uncertainty
Fed-batch fermentation
title_short Estimation of biomass concentration using interval observers in an E. coli fed-batch fermentation
title_full Estimation of biomass concentration using interval observers in an E. coli fed-batch fermentation
title_fullStr Estimation of biomass concentration using interval observers in an E. coli fed-batch fermentation
title_full_unstemmed Estimation of biomass concentration using interval observers in an E. coli fed-batch fermentation
title_sort Estimation of biomass concentration using interval observers in an E. coli fed-batch fermentation
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 Biomass estimation
Interval observers
Uncertainty
Fed-batch fermentation
topic Biomass estimation
Interval observers
Uncertainty
Fed-batch fermentation
description In bioreactors, the measurement of variables that play a key role in the quality and productivity of fermentations, is of major importance. However, their direct measurement is often expensive or even impossible considering the current sensor technology. Therefore, on-line estimation of unmeasured variables in bioreactors can be an interesting approach. The objective of this work is to introduce an alternative solution for the observation of biomass concentration in E. coli fed-batch fermentations, in cases where the kinetic model is unclear and several variables, like the concentration of the influent substrates and the initial values of the state variables are badly known, a situation that is common in many practical applications. The simple interval observer is designed on the basis of the cooperativity properties of the observer error dynamics (Rapaport and Dochain, 2005). The performance of the interval observer is illustrated through numerical simulation and it was found that the observer deal well with uncertainties up to 50% and with white noise in the variables measured on-line. The interval obtained for the biomass estimation is also quite narrow, indicating that it is possible to accurately predict biomass concentration under the presence of uncertainties.
publishDate 2007
dc.date.none.fl_str_mv 2007-06
2007-06-01T00:00:00Z
dc.type.driver.fl_str_mv conference paper
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://hdl.handle.net/1822/6762
url https://hdl.handle.net/1822/6762
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv INTERNATIONAL IFAC SYMPOSIUM ON COMPUTER APPLICATIONS ON BIOTECHNOLOGY, 10, Cancún, Mexico, 2007 – “Preprints on the 10th International IFAC Symposium on Computer Applications on Biotechnology”. [S.l. : IFAC, 2007?], vol. 1, p. 99-104.
9783902661616
1474-6670
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 International Federation of Automatic Control (IFAC)
publisher.none.fl_str_mv International Federation of Automatic Control (IFAC)
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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