A physics-informed data-driven approach for consolidation analysis

Two-phase PFEM with stable nodal integration for large deformation hydromechanical coupled geotechnical problems

(2022) Yin-Fu Jin et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Physics‐constrained hierarchical data‐driven modelling framework for complex path‐dependent behaviour of soils

(2022) Pin Zhang et al.   INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS

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

Machine learning–based uncertainty modelling of mechanical properties of soft clays relating to time‐dependent behavior and its application

(2021) Pin Zhang et al.   INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS

A reliable numerical analysis for large-scale modelling of a high-level radioactive waste repository in the Callovo-Oxfordian claystone

(2021) C. Plúa et al.   INTERNATIONAL JOURNAL OF ROCK MECHANICS AND MINING SCIENCES

Bayesian Neural Network-based Uncertainty Modelling: Application to Soil Compressibility and Undrained Shear Strength Prediction

(2021) Pin Zhang et al.   CANADIAN GEOTECHNICAL JOURNAL

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

Unsupervised discovery of interpretable hyperelastic constitutive laws

(2021) Moritz Flaschel et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Meshless Physics‐Informed Deep Learning Method for Three‐Dimensional Solid Mechanics

(2021) Diab W. Abueidda et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Weak SINDy for partial differential equations

(2021) Daniel A. Messenger et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Physics-informed learning of governing equations from scarce data

(2021) Zhao Chen et al.   Nature Communications

Application of physics-informed neural networks to inverse problems in unsaturated groundwater flow

(2021) Ivan Depina et al.   Georisk-Assessment and Management of Risk for Engineered Systems and Geohazards

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

(2020) Teeratorn Kadeethum et al.   PLoS One

Effect of particle shape on the progressive failure of shield tunnel face in granular soils by coupled FDM-DEM method

(2020) Zhen-Yu Yin et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Migration, trapping, and venting of gas in a soft granular material

(2020) Sungyon Lee et al.   Physical Review Fluids

Non-invasive inference of thrombus material properties with physics-informed neural networks

(2020) Minglang Yin et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Physics-informed deep learning for one-dimensional consolidation

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

Modeling coupled erosion and filtration of fine particles in granular media

(2019) Jie Yang et al.   Acta Geotechnica

Constrained sparse Galerkin regression

(2018) Jean-Christophe Loiseau et al.   JOURNAL OF FLUID MECHANICS

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

Data-driven discovery of partial differential equations

(2017) Samuel H. Rudy et al.   Science Advances

Discovering governing equations from data by sparse identification of nonlinear dynamical systems

(2016) Steven L. Brunton et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Performance and Prediction of Vacuum Combined Surcharge Consolidation at Port of Brisbane

(2011) Buddhima Indraratna et al.   JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING

A fully coupled 3-D mixed finite element model of Biot consolidation

(2010) Massimiliano Ferronato et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Distilling Free-Form Natural Laws from Experimental Data

(2009) Michael Schmidt et al.   SCIENCE