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Irregularly seismic data interpolation based on deep learning with integrated channel-spatial attention mechanism

Chao Ma Jian-Ping Huang Zi-Xuan Qiao San-Fu Li Wen-Sheng Duan Gang-Lin Lei

石油科学(英文版)2026,Vol.23Issue(3):1182-1196,15.
石油科学(英文版)2026,Vol.23Issue(3):1182-1196,15.DOI:10.1016/j.petsci.2025.10.004

Irregularly seismic data interpolation based on deep learning with integrated channel-spatial attention mechanism

Irregularly seismic data interpolation based on deep learning with integrated channel-spatial attention mechanism

Chao Ma 1Jian-Ping Huang 1Zi-Xuan Qiao 1San-Fu Li 2Wen-Sheng Duan 3Gang-Lin Lei3

作者信息

  • 1. State Key Laboratory of Deep Oil and Gas,School of Geosciences,China University of Petroleum(East China),Qingdao,266580,Shandong,China
  • 2. Institute of Geophysical Exploration,Geophysical-China Oilfield Services Limit,Zhanjiang,524057,Guangdong,China
  • 3. Tarim Oilfield Branch,CNPC,Korla,841000,Xinjiang,China
  • 折叠

摘要

关键词

Seismic data/Deep learning/Irregular sampling/Channel-spatial attention mechanism/Interpolation

Key words

Seismic data/Deep learning/Irregular sampling/Channel-spatial attention mechanism/Interpolation

引用本文复制引用

Chao Ma,Jian-Ping Huang,Zi-Xuan Qiao,San-Fu Li,Wen-Sheng Duan,Gang-Lin Lei..Irregularly seismic data interpolation based on deep learning with integrated channel-spatial attention mechanism[J].石油科学(英文版),2026,23(3):1182-1196,15.

基金项目

We thank four anonymous reviewers and editor Meng-Jiao Zhou for their comments that helped us to improve the manuscript.This study is supported by the National Natural Science Foundation of China(Grant No.42374164),the High Precision Imaging Study of Small-scale and High-angle Structures in the Western Ordos Basin(Grant No.2024D2ZZ01),the Imaging Study of Q Least Squares Migration(Grant No.671024115010),the Research on Image Deconvolution Technology Based on Regularization(Grant No.202418018212),the Research on the masked autoencoder method based on vit Network(Grant No.30200020-24-ZC0613-0044)and the Taishan Scholars Research Program of Shandong Province. (Grant No.42374164)

石油科学(英文版)

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