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including (1) the use of critical venturis and/or ultrasonic flow meters as primary flow standards, (2) CFD modeling validated by experiments characterizing how installation effects (i.e., swirl, asymmetric
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, including computational fluid dynamics (CFD), discrete element method (DEM), and discrete phase model (DPM), with a specific focus on coupled approaches (CFD-DEM/CFPD) in turbulent environments. Quantum
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., biomarkers, metabolites) must be evaluated using digital twins of breath device prototypes. Our digital twins are based on simulations using computational fluid dynamics (CFD) and computational fluid and
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experiments and datasets for model validation of multi-phase computation fluid dynamics (CFD), discrete element method (DEM), or data-driven modelling. Measurement of defect types and populations using micro- x