Design of interval observers for an E. coli fed-batch fermentation with uncertain inputs

Detalhes bibliográficos
Autor(a) principal: Veloso, Ana C. A.
Data de Publicação: 2005
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/1822/3519
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 state observation of bioprocesses in cases where the kinetic model is unclear and the concentration of the influent substrates is badly known, a situation that is common in many practical applications. The high-cell density fed-batch fermentation of Escherichia coli is studied in terms of applicability of a simple interval observer for the estimation of relevant variables of the process, when uncertainties of the process inputs exist. The simple interval observer is designed on the basis of the cooperativity properties of the observer error dynamics (Rapaport and Dochain, 2005). Further assumptions are the knowledge of the (lower and upper) bounds of the influent substrate concentration. Furthermore, an appropriate state transformation and conditions that guarantee system cooperativity have been introduced for that purpose. The performance of the interval observer is illustrated through numerical simulation.
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spelling Design of interval observers for an E. coli fed-batch fermentation with uncertain inputsBiomass estimationInterval observersUncertain dynamicsFed-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 state observation of bioprocesses in cases where the kinetic model is unclear and the concentration of the influent substrates is badly known, a situation that is common in many practical applications. The high-cell density fed-batch fermentation of Escherichia coli is studied in terms of applicability of a simple interval observer for the estimation of relevant variables of the process, when uncertainties of the process inputs exist. The simple interval observer is designed on the basis of the cooperativity properties of the observer error dynamics (Rapaport and Dochain, 2005). Further assumptions are the knowledge of the (lower and upper) bounds of the influent substrate concentration. Furthermore, an appropriate state transformation and conditions that guarantee system cooperativity have been introduced for that purpose. The performance of the interval observer is illustrated through numerical simulation.Programa de Desenvolvimento Educativo para Portugal (PRODEP).Universidade do MinhoVeloso, Ana C. A.Rocha, I.Ferreira, Eugénio C.20052005-01-01T00:00:00Zconference paperinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://hdl.handle.net/1822/3519engINTERNATIONAL CHEMICAL ENGINEERING CONFERENCE : CHEMPOR, 9, Coimbra, 2005 – “CHEMPOR 2005 - 9th International Chemical Engineering Conference, Departamento de Engenharia Química da Universidade de Coimbra”. [S.l. : s. n.], 2005. ISBN 972-8055-13-7.972-8055-13-7info: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:RCAAP2024-05-11T04:17:35Zoai:repositorium.sdum.uminho.pt:1822/3519Portal AgregadorONGhttps://www.rcaap.pt/oai/openairemluisa.alvim@gmail.comopendoar:71602024-05-11T04:17:35Repositório 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 Design of interval observers for an E. coli fed-batch fermentation with uncertain inputs
title Design of interval observers for an E. coli fed-batch fermentation with uncertain inputs
spellingShingle Design of interval observers for an E. coli fed-batch fermentation with uncertain inputs
Veloso, Ana C. A.
Biomass estimation
Interval observers
Uncertain dynamics
Fed-batch fermentation
title_short Design of interval observers for an E. coli fed-batch fermentation with uncertain inputs
title_full Design of interval observers for an E. coli fed-batch fermentation with uncertain inputs
title_fullStr Design of interval observers for an E. coli fed-batch fermentation with uncertain inputs
title_full_unstemmed Design of interval observers for an E. coli fed-batch fermentation with uncertain inputs
title_sort Design of interval observers for an E. coli fed-batch fermentation with uncertain inputs
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
Uncertain dynamics
Fed-batch fermentation
topic Biomass estimation
Interval observers
Uncertain dynamics
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 state observation of bioprocesses in cases where the kinetic model is unclear and the concentration of the influent substrates is badly known, a situation that is common in many practical applications. The high-cell density fed-batch fermentation of Escherichia coli is studied in terms of applicability of a simple interval observer for the estimation of relevant variables of the process, when uncertainties of the process inputs exist. The simple interval observer is designed on the basis of the cooperativity properties of the observer error dynamics (Rapaport and Dochain, 2005). Further assumptions are the knowledge of the (lower and upper) bounds of the influent substrate concentration. Furthermore, an appropriate state transformation and conditions that guarantee system cooperativity have been introduced for that purpose. The performance of the interval observer is illustrated through numerical simulation.
publishDate 2005
dc.date.none.fl_str_mv 2005
2005-01-01T00:00:00Z
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/1822/3519
url https://hdl.handle.net/1822/3519
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv INTERNATIONAL CHEMICAL ENGINEERING CONFERENCE : CHEMPOR, 9, Coimbra, 2005 – “CHEMPOR 2005 - 9th International Chemical Engineering Conference, Departamento de Engenharia Química da Universidade de Coimbra”. [S.l. : s. n.], 2005. ISBN 972-8055-13-7.
972-8055-13-7
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.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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