Simulation of dry powder inhalers: combining micro-scale, meso-scale and macro-scale modeling
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Accepted version
Author(s)
Van Wachem, B
Thalberg, K
Remmelgas, J
Niklasson-Bjoern, I
Type
Journal Article
Abstract
The flow of carrier particles, coated with active drug particles, is studied in a prototype dry
powder inhaler. A novel, multi-scale approach consisting of a discrete element model (DEM) to
describe the particles coupled with a dynamic large eddy simulation (LES) model to describe the
dynamic nature of the flow is applied. The model consists of three different scales: the micro-scale,
the meso-scale and the macro-scale. At the micro-scale, the interactions of the small active drug
particles with larger carrier particles, with the wall, with the air flow, and with each other is
thoroughly studied using discrete element modelling and detailed computational fluid dynamics
(CFD), i.e. resolving the flow structures around the particles. This has led to the development of
coarse-grained models, describing the interaction of the small active drug particles at the larger
scales.
1
At the meso-scale the larger carrier particles, and all of their interactions are modelled individually
using DEM and CFD-LES. Collisions are modeled using a visco-elastic model to describe the local
deformation at each point of particle-particle contact in conjunction with a model to account for
cohesion.
At the macro-scale, simulations of a complete prototype inhaler are carried out. By combining the
relevant information of each of the scales, simulations of the inhalation of one dose from a prototype
inhaler using a patient relevant air flow profile show that fines leave the inhaler faster than
the carrier particles. The results also show that collisions are not important for particle-particle
momentum exchange initially but become more important as the particles accelerate. It is shown
that for the studied prototype inhaler the total release efficiency of the fine particles is between
10% and 30%, depending on the Hamaker constant, using typical settings for the properties of
both particles. The results are also used to study regions of recirculation, where carrier particles
can become trapped, and regions where fines adhere to the wall of the device.
powder inhaler. A novel, multi-scale approach consisting of a discrete element model (DEM) to
describe the particles coupled with a dynamic large eddy simulation (LES) model to describe the
dynamic nature of the flow is applied. The model consists of three different scales: the micro-scale,
the meso-scale and the macro-scale. At the micro-scale, the interactions of the small active drug
particles with larger carrier particles, with the wall, with the air flow, and with each other is
thoroughly studied using discrete element modelling and detailed computational fluid dynamics
(CFD), i.e. resolving the flow structures around the particles. This has led to the development of
coarse-grained models, describing the interaction of the small active drug particles at the larger
scales.
1
At the meso-scale the larger carrier particles, and all of their interactions are modelled individually
using DEM and CFD-LES. Collisions are modeled using a visco-elastic model to describe the local
deformation at each point of particle-particle contact in conjunction with a model to account for
cohesion.
At the macro-scale, simulations of a complete prototype inhaler are carried out. By combining the
relevant information of each of the scales, simulations of the inhalation of one dose from a prototype
inhaler using a patient relevant air flow profile show that fines leave the inhaler faster than
the carrier particles. The results also show that collisions are not important for particle-particle
momentum exchange initially but become more important as the particles accelerate. It is shown
that for the studied prototype inhaler the total release efficiency of the fine particles is between
10% and 30%, depending on the Hamaker constant, using typical settings for the properties of
both particles. The results are also used to study regions of recirculation, where carrier particles
can become trapped, and regions where fines adhere to the wall of the device.
Date Issued
2016-07-29
Date Acceptance
2016-07-07
Citation
AICHE Journal, 2016, 63 (2), pp.501-516
ISSN
0001-1541
Publisher
Wiley
Start Page
501
End Page
516
Journal / Book Title
AICHE Journal
Volume
63
Issue
2
Copyright Statement
© 2016 American Institute of Chemical Engineers. This is the accepted version of the following article, which has been published in final form at http://onlinelibrary.wiley.com/doi/10.1002/aic.15424/abstract
Subjects
Science & Technology
Technology
Engineering, Chemical
Engineering
dry powder inhalers
computational fluid dynamics
large eddy simulation
discrete element models
ATOMIC-FORCE MICROSCOPY
SALMETEROL XINAFOATE
INHALATION
DISPERSION
PARTICLES
FLOW
PERFORMANCE
FORMULATION
ADHESION
SIZE
0904 Chemical Engineering
0914 Resources Engineering And Extractive Metallurgy
Chemical Engineering
Publication Status
Published