Estimation of the particle size distribution of colloids from multiangle dynamic light scattering measurements with particle swarm optimization

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...

Descripción completa

Guardado en:
Detalles Bibliográficos
Autores principales: Bermeo Varón, Leonardo A., Caicedo, Eduardo, Clementi, Luis, Vega, Jorge
Formato: Articulo
Lenguaje:Inglés
Publicado: 2015
Materias:
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/87046
Aporte de:
id I19-R120-10915-87046
record_format dspace
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ingeniería Electrónica
Dynamic light scattering
Inverse problem
Particle size distribution
Particle swarm optimization algorithm
Swarm Intelligence
spellingShingle Ingeniería Electrónica
Dynamic light scattering
Inverse problem
Particle size distribution
Particle swarm optimization algorithm
Swarm Intelligence
Bermeo Varón, Leonardo A.
Caicedo, Eduardo
Clementi, Luis
Vega, Jorge
Estimation of the particle size distribution of colloids from multiangle dynamic light scattering measurements with particle swarm optimization
topic_facet Ingeniería Electrónica
Dynamic light scattering
Inverse problem
Particle size distribution
Particle swarm optimization algorithm
Swarm Intelligence
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 polystyrene (PS) latexes with different PSDs, and two experimental examples obtained by simply mixing 2 PS standards. In general, the evaluation results of the PSOs are excellent; and particularly, the PSO with the Trelea’s parameter set shows a better performance than other implemented PSOs.
format Articulo
Articulo
author Bermeo Varón, Leonardo A.
Caicedo, Eduardo
Clementi, Luis
Vega, Jorge
author_facet Bermeo Varón, Leonardo A.
Caicedo, Eduardo
Clementi, Luis
Vega, Jorge
author_sort Bermeo Varón, Leonardo A.
title Estimation of the particle size distribution of colloids from multiangle dynamic light scattering measurements with particle swarm optimization
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
publishDate 2015
url http://sedici.unlp.edu.ar/handle/10915/87046
work_keys_str_mv AT bermeovaronleonardoa estimationoftheparticlesizedistributionofcolloidsfrommultiangledynamiclightscatteringmeasurementswithparticleswarmoptimization
AT caicedoeduardo estimationoftheparticlesizedistributionofcolloidsfrommultiangledynamiclightscatteringmeasurementswithparticleswarmoptimization
AT clementiluis estimationoftheparticlesizedistributionofcolloidsfrommultiangledynamiclightscatteringmeasurementswithparticleswarmoptimization
AT vegajorge estimationoftheparticlesizedistributionofcolloidsfrommultiangledynamiclightscatteringmeasurementswithparticleswarmoptimization
AT bermeovaronleonardoa estimaciondedistribuciondetamanosdeparticulasdecoloidesapartirdemedicionesdeluzdinamicaamultiplesangulosconoptimizacionporenjambredeparticulas
AT caicedoeduardo estimaciondedistribuciondetamanosdeparticulasdecoloidesapartirdemedicionesdeluzdinamicaamultiplesangulosconoptimizacionporenjambredeparticulas
AT clementiluis estimaciondedistribuciondetamanosdeparticulasdecoloidesapartirdemedicionesdeluzdinamicaamultiplesangulosconoptimizacionporenjambredeparticulas
AT vegajorge estimaciondedistribuciondetamanosdeparticulasdecoloidesapartirdemedicionesdeluzdinamicaamultiplesangulosconoptimizacionporenjambredeparticulas
bdutipo_str Repositorios
_version_ 1764820489590538244