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Further developments of the extended quadrature method of moments to solve population balance equations

Developing numerical methods to solve polydispersed flows using a Population Balance Equation (PBE) is an active research topic with wide engineering applications. The Extended Quadrature Method of Moments (EQMOM) approximates the number density as a positive mixture of Kernel Density Functions (KDF...

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Autores principales: Turan, Meltem, Dutta, Abhishek
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10412775/
https://www.ncbi.nlm.nih.gov/pubmed/37576218
http://dx.doi.org/10.1016/j.heliyon.2023.e18636
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author Turan, Meltem
Dutta, Abhishek
author_facet Turan, Meltem
Dutta, Abhishek
author_sort Turan, Meltem
collection PubMed
description Developing numerical methods to solve polydispersed flows using a Population Balance Equation (PBE) is an active research topic with wide engineering applications. The Extended Quadrature Method of Moments (EQMOM) approximates the number density as a positive mixture of Kernel Density Functions (KDFs) that allows physical source terms in the PBEs to compute continuous or point-wise form according to the moments. The moment-inversion procedure used in EQMOM has limitations such as the inability to calculate certain roots even if it is defined, absence of consistent result when multiple roots exist or when the roots are nearly equal. To address these limitations, the study proposes a modification of the moment-inversion procedure to solve the PBE based on the proposed Halley-Ridder (H-R) method. Although there is no significant improvement in the extent of variability relative to the mean of the tested shape parameter σ values, an increase in the number of floating point operations (FLOPS) is observed which the proposed algorithm responds in limitations mentioned above. The total number of FLOPS for all the kernels used for the approximation increased by around 30%. This is an improvement towards the development of a more reliable and robust moment-inversion procedure.
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spelling pubmed-104127752023-08-11 Further developments of the extended quadrature method of moments to solve population balance equations Turan, Meltem Dutta, Abhishek Heliyon Research Article Developing numerical methods to solve polydispersed flows using a Population Balance Equation (PBE) is an active research topic with wide engineering applications. The Extended Quadrature Method of Moments (EQMOM) approximates the number density as a positive mixture of Kernel Density Functions (KDFs) that allows physical source terms in the PBEs to compute continuous or point-wise form according to the moments. The moment-inversion procedure used in EQMOM has limitations such as the inability to calculate certain roots even if it is defined, absence of consistent result when multiple roots exist or when the roots are nearly equal. To address these limitations, the study proposes a modification of the moment-inversion procedure to solve the PBE based on the proposed Halley-Ridder (H-R) method. Although there is no significant improvement in the extent of variability relative to the mean of the tested shape parameter σ values, an increase in the number of floating point operations (FLOPS) is observed which the proposed algorithm responds in limitations mentioned above. The total number of FLOPS for all the kernels used for the approximation increased by around 30%. This is an improvement towards the development of a more reliable and robust moment-inversion procedure. Elsevier 2023-07-28 /pmc/articles/PMC10412775/ /pubmed/37576218 http://dx.doi.org/10.1016/j.heliyon.2023.e18636 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Article
Turan, Meltem
Dutta, Abhishek
Further developments of the extended quadrature method of moments to solve population balance equations
title Further developments of the extended quadrature method of moments to solve population balance equations
title_full Further developments of the extended quadrature method of moments to solve population balance equations
title_fullStr Further developments of the extended quadrature method of moments to solve population balance equations
title_full_unstemmed Further developments of the extended quadrature method of moments to solve population balance equations
title_short Further developments of the extended quadrature method of moments to solve population balance equations
title_sort further developments of the extended quadrature method of moments to solve population balance equations
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10412775/
https://www.ncbi.nlm.nih.gov/pubmed/37576218
http://dx.doi.org/10.1016/j.heliyon.2023.e18636
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