Misael M. Morales's Projects
Kaggle challenge "House Prices - Advanced Regression Techniques". Predicting sales prices and from a multivariate data set. EDA, comparison of different regression techniques, and model testing.
PINN-based inversion algorithm for parallel- and perpendicular-to-bedding plane resistivity
Automatic well-log baseline correction and core2log rock classification for potential CO2 storage site characterization in the Gulf of Mexico.
Boundary Element Method for the Dirichlet Problem for Laplace's Equation on a Disk
Simple workflows for advanced dimensionality reduction techniques.
3D drilling simulator with directional survey estimator & visualizer, drag and torque calculation, and casing program design.
Automatic rock classification via deep learning image segmentation for core images from drones
Ensemble modeling calibration for CO2 storage under geologic uncertainty
A dual latent space method for flow property estimation from fiber optic measurements
GeostatsPy Python package for spatial data analytics and geostatistics. Mostly a reimplementation of GSLIB, Geostatistical Library (Deutsch and Journel, 1992) in Python. Geostatistics in a Python package. I hope this resources is helpful, Prof. Michael Pyrcz
Use the E-M algorithm for a multiclass Gaussian Mixture Model, and further optimize using an unconstrained derivative-free optimizer and a BFGS Quasi-Newton optimizer.
Latent space variational forward and inverse geologic modeling
About me
Machine learning training images.
Comparison of several regression techniques for prediction production for a multivariate unconventional dataset.
R/Shiny application to simulate a PetroBowl game
Well placement and control optimization for CO2 sequestration
Spatiotemporal forward proxy model for CO2 storage prediction
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