Specific growth rate observer for the growing phase of a Polyhydroxybutyrate production process

Autores
Jamilis Ricaldoni, Martín Ignacio; Garelli, Fabricio; Mozumder, Salatul Islam; Volcke, Eveline; de Battista, Hernán
Año de publicación
2015
Idioma
inglés
Tipo de recurso
artículo
Estado
versión publicada
Descripción
This paper focuses on the specific growth rate estimation problem in a Polyhydroxybutyratebioplastic production process by industrial fermentation. The kinetics of the process are unknown and there are uncertainties in the model parameters and inputs. During the first hours of the growth phase of the process, biomass concentration can be measured online by an optical density sensor, but as cell density increases this method becomes ineffective and biomass measurement is lost. An asymptotic observer is developed to estimate the growth rate for the case without biomass measurement based on corrections made by a pH control loop. Furthermore, an exponential observer based on the biomass measurement is developed to estimate the growth rate during the first hours, which gives the initial condition to the asymptotic observer. Error bounds and robustness to uncertainties in the models and in the inputs are found. The estimation is independent of the kinetic models of the microorganism. The characteristic features of the observer are illustrated by numerical simulations and validated by experimental results.
Fil: Jamilis Ricaldoni, Martín Ignacio. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - La Plata. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales. Universidad Nacional de La Plata. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales; Argentina
Fil: Garelli, Fabricio. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - La Plata. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales. Universidad Nacional de La Plata. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales; Argentina
Fil: Mozumder, Salatul Islam. University of Ghent; Bélgica
Fil: Volcke, Eveline. University of Ghent; Bélgica. Business Unit Separation and Conversion Technology; Bélgica
Fil: de Battista, Hernán. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - La Plata. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales. Universidad Nacional de La Plata. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales; Argentina
Materia
Bioplastics
Software Sensors
Phb
Observer
Nivel de accesibilidad
acceso abierto
Condiciones de uso
https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
Repositorio
CONICET Digital (CONICET)
Institución
Consejo Nacional de Investigaciones Científicas y Técnicas
OAI Identificador
oai:ri.conicet.gov.ar:11336/45940
Acceder
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network_acronym_str CONICETDig
repository_id_str 3498
network_name_str CONICET Digital (CONICET)
spelling Specific growth rate observer for the growing phase of a Polyhydroxybutyrate production processJamilis Ricaldoni, Martín IgnacioGarelli, FabricioMozumder, Salatul IslamVolcke, Evelinede Battista, HernánBioplasticsSoftware SensorsPhbObserverhttps://purl.org/becyt/ford/2.2https://purl.org/becyt/ford/2This paper focuses on the specific growth rate estimation problem in a Polyhydroxybutyratebioplastic production process by industrial fermentation. The kinetics of the process are unknown and there are uncertainties in the model parameters and inputs. During the first hours of the growth phase of the process, biomass concentration can be measured online by an optical density sensor, but as cell density increases this method becomes ineffective and biomass measurement is lost. An asymptotic observer is developed to estimate the growth rate for the case without biomass measurement based on corrections made by a pH control loop. Furthermore, an exponential observer based on the biomass measurement is developed to estimate the growth rate during the first hours, which gives the initial condition to the asymptotic observer. Error bounds and robustness to uncertainties in the models and in the inputs are found. The estimation is independent of the kinetic models of the microorganism. The characteristic features of the observer are illustrated by numerical simulations and validated by experimental results.Fil: Jamilis Ricaldoni, Martín Ignacio. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - La Plata. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales. Universidad Nacional de La Plata. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales; ArgentinaFil: Garelli, Fabricio. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - La Plata. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales. Universidad Nacional de La Plata. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales; ArgentinaFil: Mozumder, Salatul Islam. University of Ghent; BélgicaFil: Volcke, Eveline. University of Ghent; Bélgica. Business Unit Separation and Conversion Technology; BélgicaFil: de Battista, Hernán. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - La Plata. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales. Universidad Nacional de La Plata. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales; ArgentinaSpringer2015-03info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501info:ar-repo/semantics/articuloapplication/pdfapplication/pdfapplication/pdfapplication/pdfhttp://hdl.handle.net/11336/45940Jamilis Ricaldoni, Martín Ignacio; Garelli, Fabricio; Mozumder, Salatul Islam; Volcke, Eveline; de Battista, Hernán; Specific growth rate observer for the growing phase of a Polyhydroxybutyrate production process; Springer; Bioprocess And Biosystems Engineering; 38; 3; 3-2015; 557-5671615-7591CONICET DigitalCONICETenginfo:eu-repo/semantics/altIdentifier/doi/10.1007/s00449-014-1295-1info:eu-repo/semantics/altIdentifier/url/https://link.springer.com/article/10.1007%2Fs00449-014-1295-1info:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by-nc-sa/2.5/ar/reponame:CONICET Digital (CONICET)instname:Consejo Nacional de Investigaciones Científicas y Técnicas2025-09-29T09:59:21Zoai:ri.conicet.gov.ar:11336/45940instacron:CONICETInstitucionalhttp://ri.conicet.gov.ar/Organismo científico-tecnológicoNo correspondehttp://ri.conicet.gov.ar/oai/requestdasensio@conicet.gov.ar; lcarlino@conicet.gov.arArgentinaNo correspondeNo correspondeNo correspondeopendoar:34982025-09-29 09:59:22.116CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicasfalse
dc.title.none.fl_str_mv Specific growth rate observer for the growing phase of a Polyhydroxybutyrate production process
title Specific growth rate observer for the growing phase of a Polyhydroxybutyrate production process
spellingShingle Specific growth rate observer for the growing phase of a Polyhydroxybutyrate production process
Jamilis Ricaldoni, Martín Ignacio
Bioplastics
Software Sensors
Phb
Observer
title_short Specific growth rate observer for the growing phase of a Polyhydroxybutyrate production process
title_full Specific growth rate observer for the growing phase of a Polyhydroxybutyrate production process
title_fullStr Specific growth rate observer for the growing phase of a Polyhydroxybutyrate production process
title_full_unstemmed Specific growth rate observer for the growing phase of a Polyhydroxybutyrate production process
title_sort Specific growth rate observer for the growing phase of a Polyhydroxybutyrate production process
dc.creator.none.fl_str_mv Jamilis Ricaldoni, Martín Ignacio
Garelli, Fabricio
Mozumder, Salatul Islam
Volcke, Eveline
de Battista, Hernán
author Jamilis Ricaldoni, Martín Ignacio
author_facet Jamilis Ricaldoni, Martín Ignacio
Garelli, Fabricio
Mozumder, Salatul Islam
Volcke, Eveline
de Battista, Hernán
author_role author
author2 Garelli, Fabricio
Mozumder, Salatul Islam
Volcke, Eveline
de Battista, Hernán
author2_role author
author
author
author
dc.subject.none.fl_str_mv Bioplastics
Software Sensors
Phb
Observer
topic Bioplastics
Software Sensors
Phb
Observer
purl_subject.fl_str_mv https://purl.org/becyt/ford/2.2
https://purl.org/becyt/ford/2
dc.description.none.fl_txt_mv This paper focuses on the specific growth rate estimation problem in a Polyhydroxybutyratebioplastic production process by industrial fermentation. The kinetics of the process are unknown and there are uncertainties in the model parameters and inputs. During the first hours of the growth phase of the process, biomass concentration can be measured online by an optical density sensor, but as cell density increases this method becomes ineffective and biomass measurement is lost. An asymptotic observer is developed to estimate the growth rate for the case without biomass measurement based on corrections made by a pH control loop. Furthermore, an exponential observer based on the biomass measurement is developed to estimate the growth rate during the first hours, which gives the initial condition to the asymptotic observer. Error bounds and robustness to uncertainties in the models and in the inputs are found. The estimation is independent of the kinetic models of the microorganism. The characteristic features of the observer are illustrated by numerical simulations and validated by experimental results.
Fil: Jamilis Ricaldoni, Martín Ignacio. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - La Plata. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales. Universidad Nacional de La Plata. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales; Argentina
Fil: Garelli, Fabricio. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - La Plata. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales. Universidad Nacional de La Plata. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales; Argentina
Fil: Mozumder, Salatul Islam. University of Ghent; Bélgica
Fil: Volcke, Eveline. University of Ghent; Bélgica. Business Unit Separation and Conversion Technology; Bélgica
Fil: de Battista, Hernán. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - La Plata. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales. Universidad Nacional de La Plata. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales; Argentina
description This paper focuses on the specific growth rate estimation problem in a Polyhydroxybutyratebioplastic production process by industrial fermentation. The kinetics of the process are unknown and there are uncertainties in the model parameters and inputs. During the first hours of the growth phase of the process, biomass concentration can be measured online by an optical density sensor, but as cell density increases this method becomes ineffective and biomass measurement is lost. An asymptotic observer is developed to estimate the growth rate for the case without biomass measurement based on corrections made by a pH control loop. Furthermore, an exponential observer based on the biomass measurement is developed to estimate the growth rate during the first hours, which gives the initial condition to the asymptotic observer. Error bounds and robustness to uncertainties in the models and in the inputs are found. The estimation is independent of the kinetic models of the microorganism. The characteristic features of the observer are illustrated by numerical simulations and validated by experimental results.
publishDate 2015
dc.date.none.fl_str_mv 2015-03
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
http://purl.org/coar/resource_type/c_6501
info:ar-repo/semantics/articulo
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv http://hdl.handle.net/11336/45940
Jamilis Ricaldoni, Martín Ignacio; Garelli, Fabricio; Mozumder, Salatul Islam; Volcke, Eveline; de Battista, Hernán; Specific growth rate observer for the growing phase of a Polyhydroxybutyrate production process; Springer; Bioprocess And Biosystems Engineering; 38; 3; 3-2015; 557-567
1615-7591
CONICET Digital
CONICET
url http://hdl.handle.net/11336/45940
identifier_str_mv Jamilis Ricaldoni, Martín Ignacio; Garelli, Fabricio; Mozumder, Salatul Islam; Volcke, Eveline; de Battista, Hernán; Specific growth rate observer for the growing phase of a Polyhydroxybutyrate production process; Springer; Bioprocess And Biosystems Engineering; 38; 3; 3-2015; 557-567
1615-7591
CONICET Digital
CONICET
dc.language.none.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv info:eu-repo/semantics/altIdentifier/doi/10.1007/s00449-014-1295-1
info:eu-repo/semantics/altIdentifier/url/https://link.springer.com/article/10.1007%2Fs00449-014-1295-1
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
eu_rights_str_mv openAccess
rights_invalid_str_mv https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
dc.format.none.fl_str_mv application/pdf
application/pdf
application/pdf
application/pdf
dc.publisher.none.fl_str_mv Springer
publisher.none.fl_str_mv Springer
dc.source.none.fl_str_mv reponame:CONICET Digital (CONICET)
instname:Consejo Nacional de Investigaciones Científicas y Técnicas
reponame_str CONICET Digital (CONICET)
collection CONICET Digital (CONICET)
instname_str Consejo Nacional de Investigaciones Científicas y Técnicas
repository.name.fl_str_mv CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicas
repository.mail.fl_str_mv dasensio@conicet.gov.ar; lcarlino@conicet.gov.ar
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score 13.070432

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