Codes & Workflows

Here are some of my GitHub repositories, with a variety of interesting projects and readable, reproducible workflows.

Spatiotemporal proxy for CO2 storage prediction

Coupled well placement and control optimization for CO2 storage.

Spatial data assimilation for CO2 storage monitoring

Latent space variational inversion for 2D geomodels from dynamic data & closed-loop forward-inverse modeling

Simple workflows for advanced subsurface dimensionality reduction techniques.

A library for 3D fluvial and deepwater training images

Fast inversion algorithm for anisotropic resistivity well logs with uncertainty

Automatic well log baseline correction and core-to-log rock classification

Automatic rock classification using deep learning-based semantic segmentation of high-resolution drone-capture core images.

A dual latent space method for flow property estimation from fiber optic measurements.

Mathematica symbolic solver for the boundary element method for the Dirichlet problem for Laplace's equation on a disk.

Enhanced EM-based Gaussian Mixture Models clustering via quasi-newton and gradient-free optimization.

Comparison of several regression techniques to predict production for a multivariate unconventional dataset.

3D drilling simulator with directional survey estimator & visualizer, drag and torque calculation, and casing program design.

Predicting sales prices and from a multivariate housing data set. EDA, comparison of different regression techniques, and model testing.

R\Shiny web application to simulate a SPE PetroBowl game.