Physics-Informed Neural Network Solution of Thermo–Hydro–Mechanical Processes in Porous Media

Physics-informed neural networks (PINNs) for fluid mechanics: a review

(2022) Shengze Cai et al.   ACTA MECHANICA SINICA

Physics-informed neural network simulation of multiphase poroelasticity using stress-split sequential training

(2022) Ehsan Haghighat et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

DiscretizationNet: A machine-learning based solver for Navier–Stokes equations using finite volume discretization

(2021) Rishikesh Ranade et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Efficient training of physics‐informed neural networks via importance sampling

(2021) Mohammad Amin Nabian et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Modeling non‐isothermal two‐phase fluid flow with phase change in deformable fractured porous media using extended finite element method

(2021) Amir R. Khoei et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Physics-Informed Neural Networks for Heat Transfer Problems

(2021) Shengze Cai et al.   JOURNAL OF HEAT TRANSFER-TRANSACTIONS OF THE ASME

A physics-informed deep learning framework for inversion and surrogate modeling in solid mechanics

(2021) Ehsan Haghighat et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Physics-Informed Deep Learning for Computational Elastodynamics without Labeled Data

(2021) Chengping Rao et al.   JOURNAL OF ENGINEERING MECHANICS

Simulation of multi-species flow and heat transfer using physics-informed neural networks

(2021) R. Laubscher   PHYSICS OF FLUIDS

Learning unknown physics of non-Newtonian fluids

(2021) Brandon Reyes et al.   Physical Review Fluids

Physics-informed neural network for modelling the thermochemical curing process of composite-tool systems during manufacture

(2021) Sina Amini Niaki et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

On the eigenvector bias of Fourier feature networks: From regression to solving multi-scale PDEs with physics-informed neural networks

(2021) Sifan Wang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

A nonlocal physics-informed deep learning framework using the peridynamic differential operator

(2021) Ehsan Haghighat et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

When and why PINNs fail to train: A neural tangent kernel perspective

(2021) Sifan Wang et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Prediction of porous media fluid flow using physics informed neural networks

(2021) Muhammad M. Almajid et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Physics-informed neural networks for solving nonlinear diffusivity and Biot’s equations

(2020) Teeratorn Kadeethum et al.   PLoS One

SciANN: A Keras/TensorFlow wrapper for scientific computations and physics-informed deep learning using artificial neural networks

(2020) Ehsan Haghighat et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

PhyGeoNet: Physics-informed geometry-adaptive convolutional neural networks for solving parameterized steady-state PDEs on irregular domain

(2020) Han Gao et al.   JOURNAL OF COMPUTATIONAL PHYSICS

NSFnets (Navier-Stokes flow nets): Physics-informed neural networks for the incompressible Navier-Stokes equations

(2020) Xiaowei Jin et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Physics-informed deep learning for one-dimensional consolidation

(2020) Yared W. Bekele   Journal of Rock Mechanics and Geotechnical Engineering

Adaptive activation functions accelerate convergence in deep and physics-informed neural networks

(2019) Ameya D. Jagtap et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Physics-informed neural networks for high-speed flows

(2019) Zhiping Mao et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Multiscale formulation for coupled flow-heat equations arising from single-phase flow in fractured geothermal reservoirs

(2018) Timothy Praditia et al.   COMPUTATIONAL GEOSCIENCES

Unified thermo-compositional-mechanical framework for reservoir simulation

(2018) T. T. Garipov et al.   COMPUTATIONAL GEOSCIENCES

Unconditionally stable sequential schemes for all-way coupled thermoporomechanics: Undrained-adiabatic and extended fixed-stress splits

(2018) Jihoon Kim   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Non-isothermal simulation of the behavior of unsaturated soils using a novel EFG-based three dimensional model

(2018) Mohammad Ali Iranmanesh et al.   COMPUTERS AND GEOTECHNICS

Physics-informed machine learning approach for augmenting turbulence models: A comprehensive framework

(2018) Jin-Long Wu et al.   Physical Review Fluids

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

(2018) M. Raissi et al.   JOURNAL OF COMPUTATIONAL PHYSICS

A coupled thermo-hydro-mechanical modeling of fracture aperture alteration and reservoir deformation during heat extraction from a geothermal reservoir

(2017) S.N. Pandey et al.   GEOTHERMICS

Coupled multiphase flow and poromechanics: A computational model of pore pressure effects on fault slip and earthquake triggering

(2014) Birendra Jha et al.   WATER RESOURCES RESEARCH

Rigorous Coupling of Geomechanics and Multiphase Flow with Strong Capillarity

(2013) Jihoon Kim et al.   SPE JOURNAL

A thermo-hydro-mechanical coupled model in local thermal non-equilibrium for fractured HDR reservoir with double porosity

(2012) R. Gelet et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Stability and convergence of sequential methods for coupled flow and geomechanics: Fixed-stress and fixed-strain splits

(2011) J. Kim et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Stability and convergence of sequential methods for coupled flow and geomechanics: Drained and undrained splits

(2011) J. Kim et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

A parallel finite element scheme for thermo-hydro-mechanical (THM) coupled problems in porous media

(2009) Wenqing Wang et al.   COMPUTERS & GEOSCIENCES

A comparative simulation study of coupled THM processes and their effect on fractured rock permeability around nuclear waste repositories

(2008) Jonny Rutqvist et al.   Environmental geology.