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
- Institución
- Consejo Nacional de Investigaciones Científicas y Técnicas
- OAI Identificador
- oai:ri.conicet.gov.ar:11336/9921
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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 |
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1844613843483885568 |
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13.070432 |