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vmolchan's Projects

-segmented-images icon -segmented-images

The datasets contain segmented X-ray micro-tomographic images showing mineral dissolution of three carbonate rock samples via CO2 acidified brine fluid flow at reservoir conditions. Related dada about permeability, porosity, dissolved volume and pore radius can be found here.

3w_dataset icon 3w_dataset

The first realistic and public dataset with rare undesirable real events in oil wells.

agritech-lidar-data-analysis icon agritech-lidar-data-analysis

The aim of this project is to produce an easy to use, reliable and well designed python module that domain experts and data scientists can use to fetch, visualise, and transform publicly available satellite and LIDAR data. In particular, I will use an interface with USGS 3DEP and fetch data using their API.

anamoly-detection-petroleum icon anamoly-detection-petroleum

Data Science Project to detect the position of anamolies/flaws/metal loss in petrol pipelines(each pipe) using data provided by a device called "Pig" that travels inside the pipes.

anomalydetectionml icon anomalydetectionml

Classification and Regression Machine Learning Model Approach for Anomaly Detection in Oil and Gas Pipelines

applications-of-ai-for-predictive-maintenance icon applications-of-ai-for-predictive-maintenance

Nvidia DLI workshop on AI-based predictive maintenance techniques to identify anomalies and failures in time-series data, estimate the remaining useful life of the corresponding parts, and map anomalies to failure conditions.

bakken_dca icon bakken_dca

Analysis of a set of public data for oil wells in the Bakken, ND.

bb-ml icon bb-ml

FORCE Hackathon: Biostratigraphy By ML

ca icon ca

California oil and gas data

ca-1 icon ca-1

California oil and gas data

capiv icon capiv

This repository contains a Streamlit app built to visualize and analyze energy production data from unconventional wells using a public dataset. The app allows users to interactively explore the dataset, filter data by operator, well type, and well identifier, and view visualizations of production rates over time.

carbonates--generate-representative-thin-sections-and-pc-curves-from-normalized-core-data-using-knn icon carbonates--generate-representative-thin-sections-and-pc-curves-from-normalized-core-data-using-knn

This Carbonate-oriented repository utilizes normalized core data and KNN. This program queries a published carbonate core analysis database having Thomeer Capillary Pressure parameters and another data set with links to available Thin Sections. After querying a poro-perm Cross Plot, the program then generates a widget showing an estimated Capillary Pressure curve and representative Thin Sections based on the user-defined poro-perm relationship.

choke-size-prediction icon choke-size-prediction

A Gas flow rate via choke size prediction of bangladeshi oil-gas well using machine learning regressors

clockwork-rnn-porosity-log-prediction icon clockwork-rnn-porosity-log-prediction

A Clockwork RNN model to train on compressional velocity (Vp), formation density (Rhob), gamma ray (Gr), and resistivity (Rt) logs to predict Neutron Porosity (Nphi)

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