Modifier Adaptation for Real-Time Optimization - Methods and Applications

Autores
Marchetti, Alejandro Gabriel; François, Grégory; Faulwasser, Timm; Bonvin, Dominique
Año de publicación
2016
Idioma
inglés
Tipo de recurso
artículo
Estado
versión publicada
Descripción
This paper presents an overview of the recent developments of modifier-adaptation schemes for real-time optimization of uncertain processes. These schemes have the ability to reach plant optimality upon convergence despite the presence of structural plant-model mismatch. Modifier Adaptation has its origins in the technique of Integrated System Optimization and Parameter Estimation, but differs in the definition of the modifiers and in the fact that no parameter estimation is required. This paper reviews the fundamentals of Modifier Adaptation and provides an overview of several variants and extensions. Furthermore, the paper discusses different methods for estimating the required gradients (or modifiers) from noisy measurements. We also give an overview of the application studies available in the literature. Finally, the paper briefly discusses open issues so as to promote future research in this area.
Fil: Marchetti, Alejandro Gabriel. Ecole Polytechnique Federale de Lausanne; Francia. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Rosario. Centro Internacional Franco Argentino de Ciencias de la Información y de Sistemas. Universidad Nacional de Rosario. Centro Internacional Franco Argentino de Ciencias de la Información y de Sistemas; Argentina
Fil: François, Grégory. University of Edinburgh; Reino Unido
Fil: Faulwasser, Timm. Karlsruher Institut fur Technologie; Alemania
Fil: Bonvin, Dominique. Ecole Polytechnique Federale de Lausanne; Francia
Materia
REAL-TIME OPTIMIZATION
MODIFIER ADAPTATION
PLANT-MODEL MISMATCH
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:11336/61526
Acceder
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network_name_str CONICET Digital (CONICET)
spelling Modifier Adaptation for Real-Time Optimization - Methods and ApplicationsMarchetti, Alejandro GabrielFrançois, GrégoryFaulwasser, TimmBonvin, DominiqueREAL-TIME OPTIMIZATIONMODIFIER ADAPTATIONPLANT-MODEL MISMATCHhttps://purl.org/becyt/ford/2.2https://purl.org/becyt/ford/2This paper presents an overview of the recent developments of modifier-adaptation schemes for real-time optimization of uncertain processes. These schemes have the ability to reach plant optimality upon convergence despite the presence of structural plant-model mismatch. Modifier Adaptation has its origins in the technique of Integrated System Optimization and Parameter Estimation, but differs in the definition of the modifiers and in the fact that no parameter estimation is required. This paper reviews the fundamentals of Modifier Adaptation and provides an overview of several variants and extensions. Furthermore, the paper discusses different methods for estimating the required gradients (or modifiers) from noisy measurements. We also give an overview of the application studies available in the literature. Finally, the paper briefly discusses open issues so as to promote future research in this area.Fil: Marchetti, Alejandro Gabriel. Ecole Polytechnique Federale de Lausanne; Francia. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Rosario. Centro Internacional Franco Argentino de Ciencias de la Información y de Sistemas. Universidad Nacional de Rosario. Centro Internacional Franco Argentino de Ciencias de la Información y de Sistemas; ArgentinaFil: François, Grégory. University of Edinburgh; Reino UnidoFil: Faulwasser, Timm. Karlsruher Institut fur Technologie; AlemaniaFil: Bonvin, Dominique. Ecole Polytechnique Federale de Lausanne; FranciaMDPI2016-12info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501info:ar-repo/semantics/articuloapplication/pdfapplication/pdfhttp://hdl.handle.net/11336/61526Marchetti, Alejandro Gabriel; François, Grégory; Faulwasser, Timm; Bonvin, Dominique; Modifier Adaptation for Real-Time Optimization - Methods and Applications; MDPI; Processes; 4; 4; 12-2016; 1-352227-9717CONICET DigitalCONICETenginfo:eu-repo/semantics/altIdentifier/doi/10.3390/pr4040055info:eu-repo/semantics/altIdentifier/url/https://www.mdpi.com/2227-9717/4/4/55info:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by-nc-sa/2.5/ar/reponame:CONICET Digital (CONICET)instname:Consejo Nacional de Investigaciones Científicas y Técnicas2025-09-03T10:11:29Zoai:ri.conicet.gov.ar:11336/61526instacron: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:34982025-09-03 10:11:30.217CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicasfalse
dc.title.none.fl_str_mv Modifier Adaptation for Real-Time Optimization - Methods and Applications
title Modifier Adaptation for Real-Time Optimization - Methods and Applications
spellingShingle Modifier Adaptation for Real-Time Optimization - Methods and Applications
Marchetti, Alejandro Gabriel
REAL-TIME OPTIMIZATION
MODIFIER ADAPTATION
PLANT-MODEL MISMATCH
title_short Modifier Adaptation for Real-Time Optimization - Methods and Applications
title_full Modifier Adaptation for Real-Time Optimization - Methods and Applications
title_fullStr Modifier Adaptation for Real-Time Optimization - Methods and Applications
title_full_unstemmed Modifier Adaptation for Real-Time Optimization - Methods and Applications
title_sort Modifier Adaptation for Real-Time Optimization - Methods and Applications
dc.creator.none.fl_str_mv Marchetti, Alejandro Gabriel
François, Grégory
Faulwasser, Timm
Bonvin, Dominique
author Marchetti, Alejandro Gabriel
author_facet Marchetti, Alejandro Gabriel
François, Grégory
Faulwasser, Timm
Bonvin, Dominique
author_role author
author2 François, Grégory
Faulwasser, Timm
Bonvin, Dominique
author2_role author
author
author
dc.subject.none.fl_str_mv REAL-TIME OPTIMIZATION
MODIFIER ADAPTATION
PLANT-MODEL MISMATCH
topic REAL-TIME OPTIMIZATION
MODIFIER ADAPTATION
PLANT-MODEL MISMATCH
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 presents an overview of the recent developments of modifier-adaptation schemes for real-time optimization of uncertain processes. These schemes have the ability to reach plant optimality upon convergence despite the presence of structural plant-model mismatch. Modifier Adaptation has its origins in the technique of Integrated System Optimization and Parameter Estimation, but differs in the definition of the modifiers and in the fact that no parameter estimation is required. This paper reviews the fundamentals of Modifier Adaptation and provides an overview of several variants and extensions. Furthermore, the paper discusses different methods for estimating the required gradients (or modifiers) from noisy measurements. We also give an overview of the application studies available in the literature. Finally, the paper briefly discusses open issues so as to promote future research in this area.
Fil: Marchetti, Alejandro Gabriel. Ecole Polytechnique Federale de Lausanne; Francia. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Rosario. Centro Internacional Franco Argentino de Ciencias de la Información y de Sistemas. Universidad Nacional de Rosario. Centro Internacional Franco Argentino de Ciencias de la Información y de Sistemas; Argentina
Fil: François, Grégory. University of Edinburgh; Reino Unido
Fil: Faulwasser, Timm. Karlsruher Institut fur Technologie; Alemania
Fil: Bonvin, Dominique. Ecole Polytechnique Federale de Lausanne; Francia
description This paper presents an overview of the recent developments of modifier-adaptation schemes for real-time optimization of uncertain processes. These schemes have the ability to reach plant optimality upon convergence despite the presence of structural plant-model mismatch. Modifier Adaptation has its origins in the technique of Integrated System Optimization and Parameter Estimation, but differs in the definition of the modifiers and in the fact that no parameter estimation is required. This paper reviews the fundamentals of Modifier Adaptation and provides an overview of several variants and extensions. Furthermore, the paper discusses different methods for estimating the required gradients (or modifiers) from noisy measurements. We also give an overview of the application studies available in the literature. Finally, the paper briefly discusses open issues so as to promote future research in this area.
publishDate 2016
dc.date.none.fl_str_mv 2016-12
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/11336/61526
Marchetti, Alejandro Gabriel; François, Grégory; Faulwasser, Timm; Bonvin, Dominique; Modifier Adaptation for Real-Time Optimization - Methods and Applications; MDPI; Processes; 4; 4; 12-2016; 1-35
2227-9717
CONICET Digital
CONICET
url http://hdl.handle.net/11336/61526
identifier_str_mv Marchetti, Alejandro Gabriel; François, Grégory; Faulwasser, Timm; Bonvin, Dominique; Modifier Adaptation for Real-Time Optimization - Methods and Applications; MDPI; Processes; 4; 4; 12-2016; 1-35
2227-9717
CONICET Digital
CONICET
dc.language.none.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv info:eu-repo/semantics/altIdentifier/doi/10.3390/pr4040055
info:eu-repo/semantics/altIdentifier/url/https://www.mdpi.com/2227-9717/4/4/55
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
dc.publisher.none.fl_str_mv MDPI
publisher.none.fl_str_mv MDPI
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 13.13397

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