activity
20232026
most citedDeep learning for diffusion in porous media

30 citations · 33 across the 6 of their papers we have counts for

collaborators

8 papers

cs.AI2026

Deogen: Automatic Benchmark Generation for Reasoning over Policies

Sam Kouteili, William Liang, Keeran Murray +4

Language models are increasingly being deployed in regulated settings, where a model must apply given rules to the facts of a situation to determine a verdict. Benchmarking this ca…

physics.flu-dyn2026

Benchmark of no-slip boundary conditions for meshless Lattice Boltzmann Method in Stokes flow

Dawid Strzelczyk, Pavel Eichler, Maciej Matyka

The introduction of the approximated streaming to the standard Lattice Boltzmann Method (LBM) decouples the space and velocity discretizations. Although many no-slip implementation…

physics.flu-dyn2025★ 1 cited

Inertial effects on fluid flow through low-porosity media

Sahrish Batool Naqvi, Damian Śnieżek, Dawid Strzelczyk +2

We investigated the nonlinear effects of gravity-driven fluid flow through a two-dimensional, low-porosity, packed bed of stubby stone grains. We focused on preferential channel fo…

physics.flu-dyn2025

The role of porosity in the transition to inertial regime in porous media flows

Dawid Strzelczyk, Gregor Kosec, Maciej Matyka

In this work, we investigate the fundamental physical mechanism of the transition from Darcy to inertial (Darcy-Forchheimer) regime in steady-state flows through porous media, with…

physics.flu-dyn2024★ 1 cited

Cross-validation of meshless Navier-Stokes solvers in porous media flows

Dawid Strzelczyk, Miha Rot, Gregor Kosec +1

In this paper, two mesh-free CFD solvers for pore-scale fluid flow through porous media are considered, namely the Lattice Boltzmann Method with the two relaxation time collision t…

physics.flu-dyn2023

Modeling inertial flows with meshless Lattice Boltzmann Method

Dawid Strzelczyk, Maciej Matyka

One of the limitations of the Lattice Boltzmann Method in simulating inertial flows is the coupling of the discretization of space to the velocity discretization. It requires an in…

physics.flu-dyn2023★ 1 cited

Study of the convergence of the Meshless Lattice Boltzmann Method in Taylor-Green and annular channel flows

Dawid Strzelczyk, Maciej Matyka

The Meshless Lattice Boltzmann Method (MLBM) is a numerical tool that relieves the standard Lattice Boltzmann Method (LBM) from regular lattices and, at the same time, decouples sp…

physics.comp-ph2023★ 30 cited

Deep learning for diffusion in porous media

Krzysztof M. Graczyk, Dawid Strzelczyk, Maciej Matyka

We adopt convolutional neural networks (CNN) to predict the basic properties of the porous media. Two different media types are considered: one mimics the sand packings, and the ot…