Estimation of the Particle Size Distribution of Colloids from Multiangle Dynamic Light Scattering Measurements with Particle Swarm Optimization

Autores
Bermeo, L. A.; Caicedo, E.; Clementi, Luis Alberto; Vega, Jorge Ruben
Año de publicación
2015
Idioma
inglés
Tipo de recurso
artículo
Estado
versión publicada
Descripción
In this paper particle Swarm Optimization (PSO) algorithms are applied to estimate the particle size distribution (PSD) of a colloidal system from the average PSD diameters, which are measured by multi-angle dynamic light scattering. The system is considered a nonlinear inverse problem, and for this reason the estimation procedure requires a Tikhonov regularization method. The inverse problem is solved through several PSO strategies. The evaluated PSOs are tested through three simulated examples corresponding to polysty-rene (PS) latexes with different PSDs, and two experimental examples obtained by simply mixing 2 PS standards. In general, the evalu-ation results of the PSOs are excellent; and particularly, the PSO with the Trelea's parameter set shows a better performance than other implemented PSOs.
Fil: Bermeo, L. A.. Universidad del Valle; Colombia
Fil: Caicedo, E.. Universidad del Valle; Colombia
Fil: Clementi, Luis Alberto. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Santa Fe. Instituto de Desarrollo Tecnológico para la Industria Química (i); Argentina
Fil: Vega, Jorge Ruben. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Santa Fe. Instituto de Desarrollo Tecnológico Para la Industria Química (i); Argentina
Materia
SWARM INTELLIGENCE
DYNAMIC LIGHT SCATTERING
INVERSE PROBLEM
PARTICLE SWARM OPTIMIZATION ALGORITHM
PARTICLE SIZE DISTRIBUTION
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:11336/9921

id CONICETDig_fd00e6a8da473a1f215b037ae7f93752
oai_identifier_str oai:ri.conicet.gov.ar:11336/9921
network_acronym_str CONICETDig
repository_id_str 3498
network_name_str CONICET Digital (CONICET)
spelling Estimation of the Particle Size Distribution of Colloids from Multiangle Dynamic Light Scattering Measurements with Particle Swarm OptimizationEstimación de distribución de tamaños de partículas de coloides a partir de mediciones de luz dinámica a múltiples ángulos con optimización por enjambre de partículasBermeo, L. A.Caicedo, E.Clementi, Luis AlbertoVega, Jorge RubenSWARM INTELLIGENCEDYNAMIC LIGHT SCATTERINGINVERSE PROBLEMPARTICLE SWARM OPTIMIZATION ALGORITHMPARTICLE SIZE DISTRIBUTIONhttps://purl.org/becyt/ford/2.5https://purl.org/becyt/ford/2In this paper particle Swarm Optimization (PSO) algorithms are applied to estimate the particle size distribution (PSD) of a colloidal system from the average PSD diameters, which are measured by multi-angle dynamic light scattering. The system is considered a nonlinear inverse problem, and for this reason the estimation procedure requires a Tikhonov regularization method. The inverse problem is solved through several PSO strategies. The evaluated PSOs are tested through three simulated examples corresponding to polysty-rene (PS) latexes with different PSDs, and two experimental examples obtained by simply mixing 2 PS standards. In general, the evalu-ation results of the PSOs are excellent; and particularly, the PSO with the Trelea's parameter set shows a better performance than other implemented PSOs.Fil: Bermeo, L. A.. Universidad del Valle; ColombiaFil: Caicedo, E.. Universidad del Valle; ColombiaFil: Clementi, Luis Alberto. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Santa Fe. Instituto de Desarrollo Tecnológico para la Industria Química (i); ArgentinaFil: Vega, Jorge Ruben. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Santa Fe. Instituto de Desarrollo Tecnológico Para la Industria Química (i); ArgentinaUniversidad Nacional de Colombia2015-04info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501info:ar-repo/semantics/articuloapplication/pdfapplication/pdfapplication/pdfhttp://hdl.handle.net/11336/9921Bermeo, L. A.; Caicedo, E.; Clementi, Luis Alberto; Vega, Jorge Ruben; Estimation of the Particle Size Distribution of Colloids from Multiangle Dynamic Light Scattering Measurements with Particle Swarm Optimization; Universidad Nacional de Colombia; Ingeniería e Investigación; 35; 1; 4-2015; 49-540120-5609enginfo:eu-repo/semantics/altIdentifier/url/http://www.revistas.unal.edu.co/index.php/ingeinv/article/view/45213info:eu-repo/semantics/altIdentifier/doi/10.15446/ing.investig.v35n1.45213info:eu-repo/semantics/altIdentifier/url/http://ref.scielo.org/xkqfmzinfo:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by-nc-sa/2.5/ar/reponame:CONICET Digital (CONICET)instname:Consejo Nacional de Investigaciones Científicas y Técnicas2025-09-29T10:03:08Zoai:ri.conicet.gov.ar:11336/9921instacron: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 10:03:08.782CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicasfalse
dc.title.none.fl_str_mv Estimation of the Particle Size Distribution of Colloids from Multiangle Dynamic Light Scattering Measurements with Particle Swarm Optimization
Estimación de distribución de tamaños de partículas de coloides a partir de mediciones de luz dinámica a múltiples ángulos con optimización por enjambre de partículas
title Estimation of the Particle Size Distribution of Colloids from Multiangle Dynamic Light Scattering Measurements with Particle Swarm Optimization
spellingShingle Estimation of the Particle Size Distribution of Colloids from Multiangle Dynamic Light Scattering Measurements with Particle Swarm Optimization
Bermeo, L. A.
SWARM INTELLIGENCE
DYNAMIC LIGHT SCATTERING
INVERSE PROBLEM
PARTICLE SWARM OPTIMIZATION ALGORITHM
PARTICLE SIZE DISTRIBUTION
title_short Estimation of the Particle Size Distribution of Colloids from Multiangle Dynamic Light Scattering Measurements with Particle Swarm Optimization
title_full Estimation of the Particle Size Distribution of Colloids from Multiangle Dynamic Light Scattering Measurements with Particle Swarm Optimization
title_fullStr Estimation of the Particle Size Distribution of Colloids from Multiangle Dynamic Light Scattering Measurements with Particle Swarm Optimization
title_full_unstemmed Estimation of the Particle Size Distribution of Colloids from Multiangle Dynamic Light Scattering Measurements with Particle Swarm Optimization
title_sort Estimation of the Particle Size Distribution of Colloids from Multiangle Dynamic Light Scattering Measurements with Particle Swarm Optimization
dc.creator.none.fl_str_mv Bermeo, L. A.
Caicedo, E.
Clementi, Luis Alberto
Vega, Jorge Ruben
author Bermeo, L. A.
author_facet Bermeo, L. A.
Caicedo, E.
Clementi, Luis Alberto
Vega, Jorge Ruben
author_role author
author2 Caicedo, E.
Clementi, Luis Alberto
Vega, Jorge Ruben
author2_role author
author
author
dc.subject.none.fl_str_mv SWARM INTELLIGENCE
DYNAMIC LIGHT SCATTERING
INVERSE PROBLEM
PARTICLE SWARM OPTIMIZATION ALGORITHM
PARTICLE SIZE DISTRIBUTION
topic SWARM INTELLIGENCE
DYNAMIC LIGHT SCATTERING
INVERSE PROBLEM
PARTICLE SWARM OPTIMIZATION ALGORITHM
PARTICLE SIZE DISTRIBUTION
purl_subject.fl_str_mv https://purl.org/becyt/ford/2.5
https://purl.org/becyt/ford/2
dc.description.none.fl_txt_mv In this paper particle Swarm Optimization (PSO) algorithms are applied to estimate the particle size distribution (PSD) of a colloidal system from the average PSD diameters, which are measured by multi-angle dynamic light scattering. The system is considered a nonlinear inverse problem, and for this reason the estimation procedure requires a Tikhonov regularization method. The inverse problem is solved through several PSO strategies. The evaluated PSOs are tested through three simulated examples corresponding to polysty-rene (PS) latexes with different PSDs, and two experimental examples obtained by simply mixing 2 PS standards. In general, the evalu-ation results of the PSOs are excellent; and particularly, the PSO with the Trelea's parameter set shows a better performance than other implemented PSOs.
Fil: Bermeo, L. A.. Universidad del Valle; Colombia
Fil: Caicedo, E.. Universidad del Valle; Colombia
Fil: Clementi, Luis Alberto. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Santa Fe. Instituto de Desarrollo Tecnológico para la Industria Química (i); Argentina
Fil: Vega, Jorge Ruben. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Santa Fe. Instituto de Desarrollo Tecnológico Para la Industria Química (i); Argentina
description In this paper particle Swarm Optimization (PSO) algorithms are applied to estimate the particle size distribution (PSD) of a colloidal system from the average PSD diameters, which are measured by multi-angle dynamic light scattering. The system is considered a nonlinear inverse problem, and for this reason the estimation procedure requires a Tikhonov regularization method. The inverse problem is solved through several PSO strategies. The evaluated PSOs are tested through three simulated examples corresponding to polysty-rene (PS) latexes with different PSDs, and two experimental examples obtained by simply mixing 2 PS standards. In general, the evalu-ation results of the PSOs are excellent; and particularly, the PSO with the Trelea's parameter set shows a better performance than other implemented PSOs.
publishDate 2015
dc.date.none.fl_str_mv 2015-04
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/11336/9921
Bermeo, L. A.; Caicedo, E.; Clementi, Luis Alberto; Vega, Jorge Ruben; Estimation of the Particle Size Distribution of Colloids from Multiangle Dynamic Light Scattering Measurements with Particle Swarm Optimization; Universidad Nacional de Colombia; Ingeniería e Investigación; 35; 1; 4-2015; 49-54
0120-5609
url http://hdl.handle.net/11336/9921
identifier_str_mv Bermeo, L. A.; Caicedo, E.; Clementi, Luis Alberto; Vega, Jorge Ruben; Estimation of the Particle Size Distribution of Colloids from Multiangle Dynamic Light Scattering Measurements with Particle Swarm Optimization; Universidad Nacional de Colombia; Ingeniería e Investigación; 35; 1; 4-2015; 49-54
0120-5609
dc.language.none.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv info:eu-repo/semantics/altIdentifier/url/http://www.revistas.unal.edu.co/index.php/ingeinv/article/view/45213
info:eu-repo/semantics/altIdentifier/doi/10.15446/ing.investig.v35n1.45213
info:eu-repo/semantics/altIdentifier/url/http://ref.scielo.org/xkqfmz
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
dc.publisher.none.fl_str_mv Universidad Nacional de Colombia
publisher.none.fl_str_mv Universidad Nacional de Colombia
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
_version_ 1844613843483885568
score 13.070432