projects

SciML

ML for engineering and science applications.

SciANN

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

vFEMLab

A vectorized FEM MATLAB library using the implicit interface methods

Deep Learning in Engineering

Use of deep learning in engineering analysis and inversion.

NextMeal

A proposal for a recommendation system for learning taste profile (3rd place winner).

Mechanics of Contact and Impact

Contact description, friction (Coulomb and Rate-and-State), and contact search.

Constitutive Modeling

Constitutive modeling of isotropic and anisotropic materials including nonlinear elasticity, plasticity, and heterogeneity.

Modeling of Fracturing and Localization

Cohesive fraction propagation, localization and shear band formation, and hydraulic fracking.

Numerical Methods

FEM, XFEM, Meshfree, FVM, IGA, etc.