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An interpretable attention-guided generative adversarial network framework with dual-domain learning for multi-condition constrained sedimentary facies modeling

Lei Liu Jia-Gen Hou Wei Li Jian Gao Da-Li Yue De-Gang Wu Wu-Rong Wang Jin Lin Zhi-Bo Li Qian Zhong

石油科学（英文版）2026，Vol.23Issue(4)：1754-1772,19.
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石油科学（英文版）2026，Vol.23Issue(4)：1754-1772,19.DOI:10.1016/j.petsci.2026.02.018

An interpretable attention-guided generative adversarial network framework with dual-domain learning for multi-condition constrained sedimentary facies modeling

An interpretable attention-guided generative adversarial network framework with dual-domain learning for multi-condition constrained sedimentary facies modeling

Lei Liu 1Jia-Gen Hou 2Wei Li 3Jian Gao 4Da-Li Yue 1De-Gang Wu 1Wu-Rong Wang 3Jin Lin 3Zhi-Bo Li 1Qian Zhong5

作者信息

  • 1. Hainan Institute of China University of Petroleum,Sanya,572025,Hainan,China||State Key Laboratory of Petroleum Resources and Engineering,China University of Petroleum(Beijing),Beijing,102249,China||College of Geosciences,China University of Petroleum,Beijing,102249,China||College of Artificial Intelligence,China University of Petroleum,Beijing,102249,China
  • 2. State Key Laboratory of Petroleum Resources and Engineering,China University of Petroleum(Beijing),Beijing,102249,China||College of Geosciences,China University of Petroleum,Beijing,102249,China||College of Artificial Intelligence,China University of Petroleum,Beijing,102249,China
  • 3. Hainan Institute of China University of Petroleum,Sanya,572025,Hainan,China||State Key Laboratory of Petroleum Resources and Engineering,China University of Petroleum(Beijing),Beijing,102249,China||College of Geosciences,China University of Petroleum,Beijing,102249,China
  • 4. CNPC Science and Technology Research Institute Co.,Ltd.,Beijing,100083,China
  • 5. Hainan Institute of China University of Petroleum,Sanya,572025,Hainan,China||State Key Laboratory of Petroleum Resources and Engineering,China University of Petroleum(Beijing),Beijing,102249,China
  • 折叠

摘要

关键词

Sedimentary facies models/Attention-guided generative adversarial network/Interpretable framework/Sedimentary patterns/Multi-condition modeling

Key words

Sedimentary facies models/Attention-guided generative adversarial network/Interpretable framework/Sedimentary patterns/Multi-condition modeling

引用本文复制引用

Lei Liu,Jia-Gen Hou,Wei Li,Jian Gao,Da-Li Yue,De-Gang Wu,Wu-Rong Wang,Jin Lin,Zhi-Bo Li,Qian Zhong..An interpretable attention-guided generative adversarial network framework with dual-domain learning for multi-condition constrained sedimentary facies modeling[J].石油科学（英文版）,2026,23(4):1754-1772,19.

基金项目

This work was supported by National Science and Technology Major Project"CO2 Flooding for Significantly Enhancing Recovery Rate and Long-Term Sequestration Technology"(No.2024ZD1406601),National Natural Science Foundation of China(Nos.42272186,42472179,42302128,42202109),Frontier Interdis-ciplinary Exploration Research Program of China University of Petroleum,Beijing(No.2462024XKQY003),and Science Foundation of China University of Petroleum(Beijing)(Nos.2462023BJRC024,and 2462023YJRC039). （No.2024ZD1406601）

石油科学（英文版）

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