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Machine Learning in the Oil and Gas Industry

Learn from seasoned, experienced industry veterans as they go into technical topics related to machine learning, artificial intelligence, risk, and digital oilfield.

Read through our posts covering real world applications of machine learning in oil & gas using AI-driven software and data tools. Learn from seasoned, experienced industry veterans as they go into technical topics related to machine learning, artificial intelligence, risk, and digital oilfield.

We welcome guest writers working in the oil and gas industry. They work with oil and gas machine learning models using AI software to solve complex problems and optimize capital. If you would like to contribute a post or have an idea for us, send us a note.

Machine Learning in Oil and Gas Blog

Oil and Gas Cube Development: How Dense is Too Dense??

May 28, 2021 No Comments

Of all the levers available to an operator, perhaps none has a greater impact on unit economics than wells per section. Over the past few …

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Automated Well Planning

PUD and PDP Forecast Uncertainty: Why You Need it and How Novi Delivers

April 1, 2021 No Comments

Machine learning models that forecast production for Proved Developed Producing (PDP) or Proved Undeveloped (PUD) oil and gas reserves may increase accuracy, save engineering time, …

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Automated Well Planning

Ahead of the Curve: Introducing Novi PDP Oil & Gas Forecasting

March 15, 2021 No Comments

It all started as an accident. We passed early time production to a “pre-drill” Novi model. When we saw the results, we were stunned — …

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Artificial Intelligence in Oil and Gas

What can chess teach us about artificial intelligence in oil and gas?

December 16, 2020 No Comments

If, like me, you haven’t seriously played chess since you were young, you may find the advancements in chess artificial intelligence (or chess “engines”) incredible. But can chess teach us about the future of artificial intelligence in oil and gas?

Chess has long been a focus of artificial intelligence research. The game offers both clear rules (to easily measure success) and sufficient complexity (with at least 10^120 possible moves, no computer will ever be able to “solve” the game, unlike checkers). We certainly have complexity in the oilfield – but we also have the ability to measure success in the form of barrels produced, feet of pay encountered, or time to process a seismic volume.

In this post, we’ll walk through the latest AI in oil and gas market developments in chess and how they might impact the oilfield. Read the full post here.

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Artificial Intelligence in Oil and Gas

Machine Learning Regional Profiles for Geologic Insights: Mapping Unconventional Production Drivers in the Williston Basin

December 14, 2020 No Comments

What drives unconventional oil production? Of course completions, parent-child, and well spacing all play a huge role — but it all starts with the rocks.

We walk through a powerful new way of visualizing machine learning insights — regional profiles.

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Artificial Intelligence in Oil and Gas

Investing in Shale Oil and Gas Wells: Are you the House or the Player?

November 17, 2020 No Comments

Are you the House or the Player?

Industry execGarth Stotts continues his series on bias, probability, and risk in the Shale patch with his latest message: successful investments in shale require an understanding of the REAL probabilities of your opportunities, from inputs all the way to cashflow.

Only then will you be in control — and be able to win repeatedly.

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Report: The State of Shale Oil & Gas - Q3 2022

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