Physical information neural networks for 2D and 3D nonlinear Biot model and simulation on the pressure of brain

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

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

(2022) Danial Amini et al.   JOURNAL OF ENGINEERING MECHANICS

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

PINNeik: Eikonal solution using physics-informed neural networks

(2021) Umair bin Waheed et al.   COMPUTERS & GEOSCIENCES

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

Locally adaptive activation functions with slope recovery for deep and physics-informed neural networks

(2020) Ameya D. Jagtap et al.   PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

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

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

Modelling Thermo-Electro-Mechanical Effects in Orthotropic Cardiac Tissue

(2019) Ricardo Ruiz-Baier   Communications in Computational Physics

Enriched Galerkin finite elements for coupled poromechanics with local mass conservation

(2018) Jinhyun Choo et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Application of deep learning method to Reynolds stress models of channel flow based on reduced-order modeling of DNS data

(2018) Zhen Zhang et al.   Journal of Hydrodynamics

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 Study of Two Modes of Locking in Poroelasticity

(2017) Son-Young Yi   SIAM JOURNAL ON NUMERICAL ANALYSIS

Pressure and fluid-driven fracture propagation in porous media using an adaptive finite element phase field model

(2016) Sanghyun Lee et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Were the May 2012 Emilia-Romagna earthquakes induced? A coupled flow-geomechanics modeling assessment

(2016) R. Juanes et al.   GEOPHYSICAL RESEARCH LETTERS

Iteratively coupled solution strategies for a four-field mixed finite element method for poroelasticity

(2016) Son-Young Yi et al.   INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS

Robust Error Analysis of Coupled Mixed Methods for Biot’s Consolidation Model

(2016) Jeonghun J. Lee   JOURNAL OF SCIENTIFIC COMPUTING

Investigating cerebral oedema using poroelasticity

(2016) John C. Vardakis et al.   MEDICAL ENGINEERING & PHYSICS

The impact of in-situ stress and outcrop-based fracture geometry on hydraulic aperture and upscaled permeability in fractured reservoirs

(2016) Kevin Bisdom et al.   TECTONOPHYSICS

Deep learning

(2015) Yann LeCun et al.   NATURE

Predicting the sequence specificities of DNA- and RNA-binding proteins by deep learning

(2015) Babak Alipanahi et al.   NATURE BIOTECHNOLOGY

Convergence analysis of a new mixed finite element method for Biot's consolidation model

(2014) Son-Young Yi   NUMERICAL METHODS FOR PARTIAL DIFFERENTIAL EQUATIONS

Decompressive craniectomy causes a significant strain increase in axonal fiber tracts

(2013) Xiaogai Li et al.   JOURNAL OF CLINICAL NEUROSCIENCE

A coupling of nonconforming and mixed finite element methods for Biot's consolidation model

(2013) Son-Young Yi   NUMERICAL METHODS FOR PARTIAL DIFFERENTIAL EQUATIONS

Influences of brain tissue poroelastic constants on intracranial pressure (ICP) during constant-rate infusion

(2012) Xiaogai Li et al.   COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING

Reactive dispersive contaminant transport in coastal aquifers: Numerical simulation of a reactive Henry problem

(2012) H.M. Nick et al.   JOURNAL OF CONTAMINANT HYDROLOGY

Influence of gravity for optimal head positions in the treatment of head injury patients

(2011) Xiaogai Li et al.   ACTA NEUROCHIRURGICA

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

Overcoming the problem of locking in linear elasticity and poroelasticity: an heuristic approach

(2008) Phillip Joseph Phillips et al.   COMPUTATIONAL GEOSCIENCES