Data Science/ Machine learning/Deep learning

1. Used for seismic data to predict rock properties from pre-stack seismic data
2. Used on numerical simulation data to create surrogate reservoir models

Numerical Simulations

1. Lattice-Boltzmann Method (LBM) for estimation of physical properties of different media
2. Thermodynamic Modeling (Perturbed Chain Statistical Association Theory- Multi Solid Models (PC-SAFT-MS) for predicting crude oil properties
3. Static and Dynamic Reservoir Modeling

Petroleum Engineering

1. Studies of rock compaction for exploration purposes and basin modeling purposes
2. Reservoir characterization using outcrop analogs