activity
20222026
most citedNeural stochastic differential equations for particle dispersion in large-eddy simulations of homogeneous isotropic turbulence

15 citations · 24 across the 4 of their papers we have counts for

collaborators

5 papers

physics.comp-ph2026

Learning to reconstruct Germano Differential Filtered Fields with Convolutional Neural Networks for Large Eddy Simulation of Plasma Turbulence

Jony Castagna, Josh Williams

We present a novel method which combines the invertibility of the differential filter of Germano, with convolutional networks to accelerate plasma turbulence simulations. Rather th…

physics.med-ph2024

Deposition simulations of realistic dosages in patient-specific airways with two- and four-way coupling

Josh Williams, Jose Manuel Menendez Montes, Steve Cunningham +2

Inhalers spray over 100 million drug particles into the mouth, where a significant portion of the drug may deposit. Understanding how the complex interplay between particle and sol…

physics.med-ph2023★ 9 cited

Validated respiratory drug deposition predictions from 2D and 3D medical images with statistical shape models and convolutional neural networks

Josh Williams, Haavard Ahlqvist, Alexander Cunningham +7

For the one billion sufferers of respiratory disease, managing their disease with inhalers crucially influences their quality of life. Generic treatment plans could be improved wit…

q-bio.QM2023

pyssam -- a Python library for statistical modelling of biomedical shape and appearance

Josh Williams, Ali Ozel, Uwe Wolfram

pyssam is a Python library for creating statistical shape and appearance models (SSAMs) for biological (and other) shapes such as bones, lungs or other organs. A point cloud best d…

physics.flu-dyn2022★ 15 cited

Neural stochastic differential equations for particle dispersion in large-eddy simulations of homogeneous isotropic turbulence

Josh Williams, Uwe Wolfram, Ali Ozel

In dilute turbulent particle-laden flows, such as atmospheric dispersion of pollutants or virus particles, the dynamics of tracer-like to low inertial particles are significantly a…