Evaluation of hydraulic fracturing using machine learning

Evaluation of hydraulic fracturing using machine learning

Abstract Hydraulic fracturing (HF) is a pivotal technique in the oil and gas industry, aimed at enhancing hydrocarbon recovery by increasing reservoir permeability through high-pressure fluid injection. Despite its effectiveness, traditional methods used to evaluate HF performance often struggle to...

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Bibliographic Details
Main Authors: Ali Akbari, Ali Karami, Yousef Kazemzadeh, Ali Ranjbar
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Hydraulic fracturing
Machine learning
Random forest
Support vector machine
Neural networks, PKN model, fracture propagation, hydrocarbon production
Online Access:https://doi.org/10.1038/s41598-025-12392-x
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https://doi.org/10.1038/s41598-025-12392-x

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