Uniformly accurate machine learning-based hydrodynamic models for kinetic equations

J Han, C Ma, Z Ma, WE - Proceedings of the National …, 2019 - National Acad Sciences
A framework is introduced for constructing interpretable and truly reliable reduced models
for multiscale problems in situations without scale separation. Hydrodynamic approximation …

A conservative, entropic multispecies BGK model

JR Haack, CD Hauck, MS Murillo - Journal of Statistical Physics, 2017 - Springer
We derive a conservative multispecies BGK model that follows the spirit of the original,
single species BGK model by making the specific choice to conserve species masses, total …

An efficient numerical method for solving the Boltzmann equation in multidimensions

G Dimarco, R Loubère, J Narski, T Rey - Journal of Computational Physics, 2018 - Elsevier
In this paper we deal with the extension of the Fast Kinetic Scheme (FKS)(Dimarco and
Loubère, 2013 [26]) originally constructed for solving the BGK equation, to the more …

The dissipative Generalized Hydrodynamic equations and their numerical solution

F Møller, N Besse, IE Mazets, HP Stimming… - Journal of …, 2023 - Elsevier
Abstract “Generalized Hydrodynamics”(GHD) stands for a model that describes one-
dimensional integrable systems in quantum physics, such as ultra-cold atoms or spin chains …

Beyond moments: relativistic lattice Boltzmann methods for radiative transport in computational astrophysics

LR Weih, A Gabbana, D Simeoni… - Monthly Notices of …, 2020 - academic.oup.com
We present a new method for the numerical solution of the radiative-transfer equation (RTE)
in multidimensional scenarios commonly encountered in computational astrophysics. The …

A discontinuous Galerkin fast spectral method for the full Boltzmann equation with general collision kernels

S Jaiswal, AA Alexeenko, J Hu - Journal of Computational Physics, 2019 - Elsevier
The Boltzmann equation, an integro-differential equation for the molecular distribution
function in the physical and velocity phase space, governs the fluid flow behavior at a wide …

Neural-network based collision operators for the Boltzmann equation

ST Miller, NV Roberts, SD Bond, EC Cyr - Journal of Computational …, 2022 - Elsevier
Kinetic gas dynamics in rarefied and moderate-density regimes have complex behavior
associated with collisional processes. These processes are generally defined by …

A variance-reduced direct Monte Carlo simulation method for solving the Boltzmann equation over a wide range of rarefaction

M Sadr, NG Hadjiconstantinou - Journal of Computational Physics, 2023 - Elsevier
We present a variance-reduced method for efficiently solving the Boltzmann equation in all
rarefaction regimes. The proposed method is based on the VRDSMC method of Al-Mohssen …

Galerkin–Petrov approach for the Boltzmann equation

IM Gamba, S Rjasanow - Journal of Computational Physics, 2018 - Elsevier
In this work, we propose a new Galerkin–Petrov method for the numerical solution of the
classical spatially homogeneous Boltzmann equation. This method is based on an …

A consistent BGK model with velocity-dependent collision frequency for gas mixtures

J Haack, C Hauck, C Klingenberg, M Pirner… - Journal of Statistical …, 2021 - Springer
We derive a multi-species BGK model with velocity-dependent collision frequency for a non-
reactive, multi-component gas mixture. The model is derived by minimizing a weighted …