2301 Vanderbilt Place
Nashville, TN 37240
United States
Vanderbilt University
Physics-Informed Neural Networks, multiscale problems, Deep learning, Elliptic PDEs
physics-informed neural networks, multiscale elliptic PDEs, machine learning, Poisson equations, grid-based multilayer perceptrons, decoupled training schemes
material point method, cliff collapse, plastic-damage, Large deformation
Phase-field fracture, Heterogeneous media, Adaptive mesh refinement, Ice and rock fracture, Hanging glaciers
ion-ion selectivity, ion-exchange membrane, counter-ion condensation, ion partition, ion transport
Physics-informed neural networks, multiscale problems, Machine Learning, Poisson problems
Strength-based fracture, Phase-field modeling, Adaptive mesh refinement, Multiaxial failure criteria, Mixed-mode crack propagation
