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[HTML][HTML] Inverse Physics-Informed Neural Networks for transport models in porous materials
Abstract Physics-Informed Neural Networks (PINN) are a machine learning tool that can be
used to solve direct and inverse problems related to models described by Partial Differential …
used to solve direct and inverse problems related to models described by Partial Differential …
An open-source workflow for open-cell foams modelling: Geometry generation and CFD simulations for momentum and mass transport
Open-cell foams are porous materials characterized by high porosity and large specific
surface, industrially employed as catalyst supports or particulate filters. These materials can …
surface, industrially employed as catalyst supports or particulate filters. These materials can …
Macroscopic models for filtration and heterogeneous reactions in porous media
Derivation of macroscopic models for advection-diffusion processes in the presence of
dominant heterogeneous (eg, surface) reactions using homogenisation theory or volume …
dominant heterogeneous (eg, surface) reactions using homogenisation theory or volume …
Computational framework for complex flow and transport in heterogeneous porous media
We present a flexible scalable open-source computational framework, named
SECUReFoam, based on the finite-volume library OpenFOAM®, for flow and transport …
SECUReFoam, based on the finite-volume library OpenFOAM®, for flow and transport …
Heterogeneous Multi-Rate mass transfer models in OpenFOAM®
Abstract We implement the Multi-Rate Mass Transfer (MRMT) model for mobile–immobile
transport in porous media (Haggerty and Gorelick, 1995; Municchi and Icardi, 2019 [1]) …
transport in porous media (Haggerty and Gorelick, 1995; Municchi and Icardi, 2019 [1]) …
Description of chemical transport in laboratory rock cores using the continuous random walk formalism
We investigate chemical transport in laboratory rock cores using unidirectional pulse tracer
experiments. Breakthrough curves (BTCs) measured at various flow rates in one sandstone …
experiments. Breakthrough curves (BTCs) measured at various flow rates in one sandstone …
Upscaled heat transfer coefficients for a liquid metal-cooled fast nuclear reactor
In this paper, we calculate the heat transfer effective coefficients for a Liquid Metal-Cooled
Fast Reactor. We upscaled the local energy equation of a fuel pin and its surrounding liquid …
Fast Reactor. We upscaled the local energy equation of a fuel pin and its surrounding liquid …
Time‐fractional flow equations (t‐FFEs) to upscale transient groundwater flow characterized by temporally non‐Darcian flow due to medium heterogeneity
Upscaling groundwater flow is a fundamental challenge in hydrogeology. This study
proposed time‐fractional flow equations (t‐FFEs) for upscaling long‐term, transient …
proposed time‐fractional flow equations (t‐FFEs) for upscaling long‐term, transient …
Impact of physical heterogeneity and transport conditions on effective reaction rates in dissolution
A continuous-time random walk (CTRW) reactive transport model is used to study the impact
of physical heterogeneity on the effective reaction rates in porous media in a sample of …
of physical heterogeneity on the effective reaction rates in porous media in a sample of …
Population balance models for particulate flows in porous media: breakage and shear-induced events
Transport and particulate processes are ubiquitous in environmental, industrial and
biological applications, often involving complex geometries and porous media. In this work …
biological applications, often involving complex geometries and porous media. In this work …