Monte Carlo simulations of homogeneous nucleation and particle growth in the presence of background particles

The application of the Monte Carlo (MC) simulation technique for the modelling of nucleation processes with an existing background particle concentration is presented in this paper. Next to the nucleation of novel particles, the coagulation of an existing particle population as well as the condensat...

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Main Authors: Gregor Kotalczyk, Ivan SkenderoviĆ, Frank Einar Kruis
Format: Article
Language:English
Published: Stockholm University Press 2019-01-01
Series:Tellus: Series B, Chemical and Physical Meteorology
Subjects:
Online Access:http://dx.doi.org/10.1080/16000889.2018.1554415
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author Gregor Kotalczyk
Ivan SkenderoviĆ
Frank Einar Kruis
author_facet Gregor Kotalczyk
Ivan SkenderoviĆ
Frank Einar Kruis
author_sort Gregor Kotalczyk
collection DOAJ
description The application of the Monte Carlo (MC) simulation technique for the modelling of nucleation processes with an existing background particle concentration is presented in this paper. Next to the nucleation of novel particles, the coagulation of an existing particle population as well as the condensational growth and evaporation of unstable particles (whose diameter is smaller than the critical Kelvin diameter) are included into the simulation. The usage of statistically weighted MC particles allows the description of particle size distribution (PSD), whose concentrations differ in several orders of magnitude. It is shown, that this approach allows to model the complex interplay between freshly nucleated particles and an existing background particle population. In this work, the nucleation of novel particles is modelled by three different nucleation theories discussed by [Girshick, S. L. and C.-P. Chiu (1990), The Journal of Chemical Physics 93], which comprise of (1) the classical nucleation theory, (2) a mathematical correction to (1) and (3) a self-consistency correction of (2). For the chosen simulation conditions, the resulting PSDs are independent of the used nucleation theory for longer simulation times, in which the simulations are described by the coagulation mechanism only. The time-frame is identified for which relevant discrepancies of the PSDs have to be taken into account.
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spelling doaj.art-bb1fb463de924faea2edc0f5ee95cfce2022-12-22T02:10:02ZengStockholm University PressTellus: Series B, Chemical and Physical Meteorology1600-08892019-01-0171110.1080/16000889.2018.15544151554415Monte Carlo simulations of homogeneous nucleation and particle growth in the presence of background particlesGregor Kotalczyk0Ivan SkenderoviĆ1Frank Einar Kruis2University of Duisburg-EssenUniversity of Duisburg-EssenUniversity of Duisburg-EssenThe application of the Monte Carlo (MC) simulation technique for the modelling of nucleation processes with an existing background particle concentration is presented in this paper. Next to the nucleation of novel particles, the coagulation of an existing particle population as well as the condensational growth and evaporation of unstable particles (whose diameter is smaller than the critical Kelvin diameter) are included into the simulation. The usage of statistically weighted MC particles allows the description of particle size distribution (PSD), whose concentrations differ in several orders of magnitude. It is shown, that this approach allows to model the complex interplay between freshly nucleated particles and an existing background particle population. In this work, the nucleation of novel particles is modelled by three different nucleation theories discussed by [Girshick, S. L. and C.-P. Chiu (1990), The Journal of Chemical Physics 93], which comprise of (1) the classical nucleation theory, (2) a mathematical correction to (1) and (3) a self-consistency correction of (2). For the chosen simulation conditions, the resulting PSDs are independent of the used nucleation theory for longer simulation times, in which the simulations are described by the coagulation mechanism only. The time-frame is identified for which relevant discrepancies of the PSDs have to be taken into account.http://dx.doi.org/10.1080/16000889.2018.1554415monte carlopopulation balancesnucleationcoagulationcondensational growthevaporationweighted simulation particles
spellingShingle Gregor Kotalczyk
Ivan SkenderoviĆ
Frank Einar Kruis
Monte Carlo simulations of homogeneous nucleation and particle growth in the presence of background particles
Tellus: Series B, Chemical and Physical Meteorology
monte carlo
population balances
nucleation
coagulation
condensational growth
evaporation
weighted simulation particles
title Monte Carlo simulations of homogeneous nucleation and particle growth in the presence of background particles
title_full Monte Carlo simulations of homogeneous nucleation and particle growth in the presence of background particles
title_fullStr Monte Carlo simulations of homogeneous nucleation and particle growth in the presence of background particles
title_full_unstemmed Monte Carlo simulations of homogeneous nucleation and particle growth in the presence of background particles
title_short Monte Carlo simulations of homogeneous nucleation and particle growth in the presence of background particles
title_sort monte carlo simulations of homogeneous nucleation and particle growth in the presence of background particles
topic monte carlo
population balances
nucleation
coagulation
condensational growth
evaporation
weighted simulation particles
url http://dx.doi.org/10.1080/16000889.2018.1554415
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