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Estimation of fluid saturation and pressure distribution throughout a reservoir using machine learning techniques

Arifur Rahman George Daoud Ezeddin Shirif Mohamed El-Darieby Mohamed El-Hendawi

石油研究（英文）2026，Vol.11Issue(1)：217-236,20.

石油研究（英文）2026，Vol.11Issue(1)：217-236,20.DOI:10.1016/j.ptlrs.2025.08.007

Estimation of fluid saturation and pressure distribution throughout a reservoir using machine learning techniques

Arifur Rahman ¹George Daoud ²Ezeddin Shirif ¹Mohamed El-Darieby ³Mohamed El-Hendawi⁴

作者信息

1. Petroleum Systems Engineering,Faculty of Engineering and Applied Science,University of Regina,Regina,S4S 0A2,SK,Canada
2. Faculty of Engineering and Applied Science,Ontario Tech University,Oshawa,L1G 0C5,ON,Canada||Electrical Engineering Department,Assiut University,Assiut,71515,Egypt
3. Faculty of Engineering and Applied Science,Ontario Tech University,Oshawa,L1G 0C5,ON,Canada
4. Electrical Engineering Department,Assiut University,Assiut,71515,Egypt||Electronic Systems Engineering,University of Regina,Regina,S4S 0A2,SK,Canada
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摘要

关键词

Fluid saturation/Pressure distribution/Feedforward neural network/Convolutional neural network/Deep neural network

Key words

Fluid saturation/Pressure distribution/Feedforward neural network/Convolutional neural network/Deep neural network

引用本文复制引用

Arifur Rahman,George Daoud,Ezeddin Shirif,Mohamed El-Darieby,Mohamed El-Hendawi..Estimation of fluid saturation and pressure distribution throughout a reservoir using machine learning techniques[J].石油研究（英文）,2026,11(1):217-236,20.

基金项目

This research was funded by the nonprofit Petroleum Tech-nology Research Center(PTRC,https://ptrc.ca/)and the nonprofit Mitacs Center for Research(https://www.mitacs.ca/). （PTRC,https://ptrc.ca/）

石油研究（英文）

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