Initial size distribution of cough particles for CFD simulations based on particle sizer measurements and evaporation model

IF 2.9 3区 环境科学与生态学 Q2 ENGINEERING, CHEMICAL
Yunchen Bu , Hideki Kikumoto , Wonseok Oh , Chao Lin , Ryozo Ooka
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Abstract

Expiratory particles are known to be capable of carrying viruses that cause respiratory diseases. To predict exposure to these particles, computational fluid dynamics (CFD) simulations can be used, with the initial size distribution of particles as an important input parameter. This study aims to explore the appropriate initial size distribution of cough particles to enhance the prediction accuracy. A novel inference method is proposed, based on experimental measurements with an optical particle sizer and a CFD simulation. The CFD simulation employs the Lagrangian method to track the dispersion of cough particles, incorporating an evaporation model; thus, the response relationship between the initial size distribution and measurements can be established. In the previous experiment by the authors, the number concentration of cough particles (0.3–10 μm) was measured at distances ranging from 1 to 60 cm from the mouth. The CFD results provided the response relationship for particle size (shrinkage factor) and particle number (relative number) at different distances. Under the current model, particles with initial diameters less than 32 μm reached a quasi-equilibrium size at all distances, and the shrinkage factors were 0.26–0.27 under a relative humidity of 34 %. Consequently, the initial size distribution for cough particles can be determined using measurements at 30–60 cm from the mouth, along with CFD derived response relationships. This distribution has been verified for reliability and can be used to predict particle size distributions at interpersonal conversation distances. In addition, this study further investigates the necessity of integrating the evaporation model into predictions of particle exposure. The results show that adding the evaporation model in CFD simulations has little impact on the predicted exposed particle number concentration. However, it significantly affects the predicted exposed particle size, which in turn influences the exposure to cough particles.
基于粒径测量和蒸发模型的咳嗽颗粒初始粒径分布CFD模拟
众所周知,呼气颗粒能够携带导致呼吸道疾病的病毒。为了预测这些颗粒的暴露,可以使用计算流体动力学(CFD)模拟,将颗粒的初始尺寸分布作为重要的输入参数。本研究旨在探索合适的咳嗽颗粒初始大小分布,以提高预测精度。基于光学粒度仪的实验测量和CFD模拟,提出了一种新的推断方法。CFD模拟采用拉格朗日方法跟踪咳嗽颗粒的扩散,并结合蒸发模型;由此可以建立初始尺寸分布与测量值之间的响应关系。在作者之前的实验中,在距离口腔1到60厘米的距离上测量了咳嗽颗粒(0.3-10 μm)的数量浓度。CFD计算结果给出了不同距离下颗粒尺寸(收缩系数)和颗粒数量(相对数量)的响应关系。在当前模型下,初始直径小于32 μm的颗粒在所有距离上均达到准平衡尺寸,相对湿度为34%时,收缩系数为0.26 ~ 0.27。因此,咳嗽颗粒的初始大小分布可以通过距离口腔30-60 cm的测量以及CFD推导的响应关系来确定。这种分布的可靠性已得到验证,并可用于预测人际交谈距离的粒径分布。此外,本研究进一步探讨了将蒸发模型整合到粒子暴露预测中的必要性。结果表明,在CFD模拟中加入蒸发模型对预测暴露粒子数浓度影响不大。然而,它显著影响预测的暴露颗粒大小,这反过来又影响咳嗽颗粒的暴露。
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来源期刊
Journal of Aerosol Science
Journal of Aerosol Science 环境科学-工程:化工
CiteScore
8.80
自引率
8.90%
发文量
127
审稿时长
35 days
期刊介绍: Founded in 1970, the Journal of Aerosol Science considers itself the prime vehicle for the publication of original work as well as reviews related to fundamental and applied aerosol research, as well as aerosol instrumentation. Its content is directed at scientists working in engineering disciplines, as well as physics, chemistry, and environmental sciences. The editors welcome submissions of papers describing recent experimental, numerical, and theoretical research related to the following topics: 1. Fundamental Aerosol Science. 2. Applied Aerosol Science. 3. Instrumentation & Measurement Methods.
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