Estimation of biomass concentration using interval observers in an E. coli fed-batch fermentation
Autor(a) principal: | |
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Data de Publicação: | 2007 |
Outros Autores: | , |
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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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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7160 |
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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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1817544429322371072 |