Specific growth rate observer for the growing phase of a <i>Polyhydroxybutyrate</i> 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 Polyhydroxybutyrate bioplastic 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.
Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales - Materia
-
Ingeniería
Bioplastics
Observer
Estimation
PHB
Software sensor - Nivel de accesibilidad
- acceso abierto
- Condiciones de uso
- http://creativecommons.org/licenses/by/4.0/
- Repositorio
- Institución
- Universidad Nacional de La Plata
- OAI Identificador
- oai:sedici.unlp.edu.ar:10915/136983
Ver los metadatos del registro completo
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Specific growth rate observer for the growing phase of a <i>Polyhydroxybutyrate</i> production processJamilis Ricaldoni, Martín IgnacioGarelli, FabricioMozumder, Salatul IslamVolcke, EvelineDe Battista, HernánIngenieríaBioplasticsObserverEstimationPHBSoftware sensorThis paper focuses on the specific growth rate estimation problem in a <i>Polyhydroxybutyrate</i> bioplastic 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.Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales2015-03info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionArticulohttp://purl.org/coar/resource_type/c_6501info:ar-repo/semantics/articuloapplication/pdf557-567http://sedici.unlp.edu.ar/handle/10915/136983enginfo:eu-repo/semantics/altIdentifier/issn/1615-7605info:eu-repo/semantics/altIdentifier/issn/1615-7591info:eu-repo/semantics/altIdentifier/doi/10.1007/s00449-014-1295-1info:eu-repo/semantics/altIdentifier/pmid/25307471info:eu-repo/semantics/openAccesshttp://creativecommons.org/licenses/by/4.0/Creative Commons Attribution 4.0 International (CC BY 4.0)reponame:SEDICI (UNLP)instname:Universidad Nacional de La Platainstacron:UNLP2025-09-29T11:32:32Zoai:sedici.unlp.edu.ar:10915/136983Institucionalhttp://sedici.unlp.edu.ar/Universidad públicaNo correspondehttp://sedici.unlp.edu.ar/oai/snrdalira@sedici.unlp.edu.arArgentinaNo correspondeNo correspondeNo correspondeopendoar:13292025-09-29 11:32:32.933SEDICI (UNLP) - Universidad Nacional de La Platafalse |
dc.title.none.fl_str_mv |
Specific growth rate observer for the growing phase of a <i>Polyhydroxybutyrate</i> production process |
title |
Specific growth rate observer for the growing phase of a <i>Polyhydroxybutyrate</i> production process |
spellingShingle |
Specific growth rate observer for the growing phase of a <i>Polyhydroxybutyrate</i> production process Jamilis Ricaldoni, Martín Ignacio Ingeniería Bioplastics Observer Estimation PHB Software sensor |
title_short |
Specific growth rate observer for the growing phase of a <i>Polyhydroxybutyrate</i> production process |
title_full |
Specific growth rate observer for the growing phase of a <i>Polyhydroxybutyrate</i> production process |
title_fullStr |
Specific growth rate observer for the growing phase of a <i>Polyhydroxybutyrate</i> production process |
title_full_unstemmed |
Specific growth rate observer for the growing phase of a <i>Polyhydroxybutyrate</i> production process |
title_sort |
Specific growth rate observer for the growing phase of a <i>Polyhydroxybutyrate</i> 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 |
Ingeniería Bioplastics Observer Estimation PHB Software sensor |
topic |
Ingeniería Bioplastics Observer Estimation PHB Software sensor |
dc.description.none.fl_txt_mv |
This paper focuses on the specific growth rate estimation problem in a <i>Polyhydroxybutyrate</i> bioplastic 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. Instituto de Investigaciones en Electrónica, Control y Procesamiento de Señales |
description |
This paper focuses on the specific growth rate estimation problem in a <i>Polyhydroxybutyrate</i> bioplastic 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 Articulo 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://sedici.unlp.edu.ar/handle/10915/136983 |
url |
http://sedici.unlp.edu.ar/handle/10915/136983 |
dc.language.none.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
info:eu-repo/semantics/altIdentifier/issn/1615-7605 info:eu-repo/semantics/altIdentifier/issn/1615-7591 info:eu-repo/semantics/altIdentifier/doi/10.1007/s00449-014-1295-1 info:eu-repo/semantics/altIdentifier/pmid/25307471 |
dc.rights.none.fl_str_mv |
info:eu-repo/semantics/openAccess http://creativecommons.org/licenses/by/4.0/ Creative Commons Attribution 4.0 International (CC BY 4.0) |
eu_rights_str_mv |
openAccess |
rights_invalid_str_mv |
http://creativecommons.org/licenses/by/4.0/ Creative Commons Attribution 4.0 International (CC BY 4.0) |
dc.format.none.fl_str_mv |
application/pdf 557-567 |
dc.source.none.fl_str_mv |
reponame:SEDICI (UNLP) instname:Universidad Nacional de La Plata instacron:UNLP |
reponame_str |
SEDICI (UNLP) |
collection |
SEDICI (UNLP) |
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Universidad Nacional de La Plata |
instacron_str |
UNLP |
institution |
UNLP |
repository.name.fl_str_mv |
SEDICI (UNLP) - Universidad Nacional de La Plata |
repository.mail.fl_str_mv |
alira@sedici.unlp.edu.ar |
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score |
13.070432 |