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[HTML][HTML] Soil Science-Informed Machine Learning
Abstract Machine learning (ML) applications in soil science have significantly increased over
the past two decades, reflecting a growing trend towards data-driven research addressing …
the past two decades, reflecting a growing trend towards data-driven research addressing …
A transfer learning physics-informed deep learning framework for modeling multiple solute dynamics in unsaturated soils
Modeling subsurface flow and transport phenomena is essential for addressing a wide
range of challenges in engineering, hydrology, and ecology. The Richards equation is a …
range of challenges in engineering, hydrology, and ecology. The Richards equation is a …
Semi-implicit schemes for modeling water flow and solute transport in unsaturated soils
The coupled model of water flow and solute transport in unsaturated soils is addressed in
this study. Building upon previous research findings by Keita, Beljadid, and Bourgault, we …
this study. Building upon previous research findings by Keita, Beljadid, and Bourgault, we …
Physics-informed neural networks for modeling two-phase steady state flow with capillary heterogeneity at varying flow conditions
Multi-phase flow simulations in heterogeneous porous media are essential in many
applications, for example, CO 2 sequestration, enhanced oil and gas recovery, groundwater …
applications, for example, CO 2 sequestration, enhanced oil and gas recovery, groundwater …
Modeling suction of unsaturated granular soil treated with biochar in plant microbial fuel cell bioelectricity system
KC Onyelowe, AM Ebid, RB Ramos Jiménez… - Scientific Reports, 2025 - nature.com
There is an initiative driven by the carbon-neutrality nature of biochar in recent times, where
various countries across Europe and North America have introduced perks to encourage the …
various countries across Europe and North America have introduced perks to encourage the …
Physics‐informed neural networks trained with time‐lapse geo‐electrical tomograms to estimate water saturation, permeability and petrophysical relations at …
C Sakar, N Schwartz, Z Moreno - Water Resources Research, 2024 - Wiley Online Library
Determining soil hydraulic properties is complex, posing ongoing challenges in managing
subsurface and agricultural practices. Electrical resistivity tomography (ERT) is an appealing …
subsurface and agricultural practices. Electrical resistivity tomography (ERT) is an appealing …
[HTML][HTML] A data-driven physics-informed deep learning approach for estimating sub-core permeability from coreflooding saturation measurements
Estimations of multi-phase flow properties, mainly permeability, are crucial for several
applications, such as CO 2 sequestration, efficient oil and gas recovery, and groundwater …
applications, such as CO 2 sequestration, efficient oil and gas recovery, and groundwater …
[HTML][HTML] Encoder–Decoder Convolutional Neural Networks for Flow Modeling in Unsaturated Porous Media: Forward and Inverse Approaches
The computational cost of approximating the Richards equation for water flow in unsaturated
porous media is a major challenge, especially for tasks that require repetitive simulations …
porous media is a major challenge, especially for tasks that require repetitive simulations …
MetaPINNs: Predicting soliton and rogue wave of nonlinear PDEs via the improved physics-informed neural networks based on meta-learned optimization
Y Guo, X Cao, J Song, H Leng - Chinese Physics B, 2024 - iopscience.iop.org
Efficiently solving partial differential equations (PDEs) is a long-standing challenge in
mathematics and physics research. In recent years, the rapid development of artificial …
mathematics and physics research. In recent years, the rapid development of artificial …
Analysis of second-order temporal schemes for modeling flow-solute transport in unsaturated porous media
N Toutlini, A Beljadid, A Soulaïmani - arxiv e-prints, 2024 - ui.adsabs.harvard.edu
In this study, second-order temporal discretizations are analyzed for solving the coupled
system of infiltration and solute transport in unsaturated porous media. The Richards …
system of infiltration and solute transport in unsaturated porous media. The Richards …