Efficient bi-directional coupling of 3D computational fluid-particle dynamics and 1D Multiple Path Particle Dosimetry lung models for multiscale modeling of aerosol dosimetry
Autor: | Andrew P. Kuprat, Owen T. Price, T. Jan, Bahman Asgharian, Sean M. Colby, Richard A. Corley, M. Jalali, Chantal Darquenne, Rajesh Singh |
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Rok vydání: | 2021 |
Předmět: |
Fluid Flow and Transfer Processes
Atmospheric Science Environmental Engineering 010504 meteorology & atmospheric sciences Mechanical Engineering Airflow Mechanics respiratory system 010501 environmental sciences Lagrangian particle tracking 01 natural sciences Pollution Multiscale modeling Article Aerosol Path (graph theory) Dosimetry Deposition (phase transition) Environmental science Particle 0105 earth and related environmental sciences |
Zdroj: | J Aerosol Sci |
ISSN: | 0021-8502 |
DOI: | 10.1016/j.jaerosci.2020.105647 |
Popis: | The development of predictive aerosol dosimetry models has been a major focus of environmental toxicology and pharmaceutical health research for decades. One-dimensional (1D) models successfully predict overall deposition averages but fail to accurately predict local deposition. Computational fluid-particle dynamics (CFPD) models provide site-specific predictions but at a computational cost that prohibits whole lung predictions. Thus, there is a need for developing multiscale strategies to provide a realistic subject-specific picture of the fate of inhaled aerosol in the lungs. CT-based 3D/CFPD models of the large airways were bidirectionally coupled with individualized 1D Navier-Stokes airflow and particle transport based upon the widely used Multiple Path Particle Dosimetry Model (MPPD). Distribution of airflows among lobes was adjusted by measured lobar volume changes observed in CT images between FRC and FRC + 1.5 L. As a test of the effectiveness of the coupling procedures, deposition modeling of previous 1 μm aerosol exposure studies was performed. The complete coupled model was run for 3 breaths, with the computation-intense portion being the 3D CFPD Lagrangian particle tracking calculation. The average deposition per breath was 11% in the combined multiscale model with site-specific doses available in the CFPD portion of the model and airway- or region-specific deposition available for the MPPD portion. In conclusion, the key methods developed in this study enable predictions of ventilation heterogeneities and aerosol deposition across the lungs that are not captured by 3D or 1D models alone. These methods can be used as the foundation for multi-scale modeling of the full respiratory system. |
Databáze: | OpenAIRE |
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