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A deep learning-aided approach for estimating field permeability map by fusing well logs,well tests,and seismic data

Grigoriy Shutov Viktor Duplyakov Shadfar Davoodi Anton Morozov Dmitriy Popkov Kirill Pavlenko Albert Vainshtein Viktor Kotezhekov Sergey Kaygorodov Boris Belozerov Mars M.Khasanov Vladimir Vanovskiy Andrei Osiptsov Evgeny Burnaev

Petroleum2025，Vol.11Issue(6)：P.813-824,12.
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Petroleum2025，Vol.11Issue(6)：P.813-824,12.DOI:10.1016/j.petlm.2025.11.005

A deep learning-aided approach for estimating field permeability map by fusing well logs,well tests,and seismic data

Grigoriy Shutov 1Viktor Duplyakov 1Shadfar Davoodi 2Anton Morozov 1Dmitriy Popkov 1Kirill Pavlenko 3Albert Vainshtein 1Viktor Kotezhekov 4Sergey Kaygorodov 4Boris Belozerov 4Mars M.Khasanov 4Vladimir Vanovskiy 1Andrei Osiptsov 1Evgeny Burnaev5

作者信息

  • 1. Skolkovo Institute of Science and Technology,The Territory of the Skolkovo Innovation Center,Bolshoy Boulevard,30,bld.1,Moscow,143026,Russian Federation
  • 2. Skolkovo Institute of Science and Technology,The Territory of the Skolkovo Innovation Center,Bolshoy Boulevard,30,bld.1,Moscow,143026,Russian Federation School of Earth Sciences and Engineering,Tomsk Polytechnic University Institution,30 Lenin Avenue,Tomsk,634028,Russian Federation
  • 3. Independent Researcher,Moscow,Russian Federation
  • 4. Gazprom Neft Group of Companies,3-5 Zoologichesky Lane,Saint Petersburg,190000,Russian Federation
  • 5. Skolkovo Institute of Science and Technology,The Territory of the Skolkovo Innovation Center,Bolshoy Boulevard,30,bld.1,Moscow,143026,Russian Federation Autonomous Non-Profit Organization Artificial Intelligence Research Institute(AIRI),Moscow,Russian Federation
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摘要

关键词

Data fusion/Permeability/Convolutional neural network/Seismic/Kernel regression

分类

能源科技

引用本文复制引用

Grigoriy Shutov,Viktor Duplyakov,Shadfar Davoodi,Anton Morozov,Dmitriy Popkov,Kirill Pavlenko,Albert Vainshtein,Viktor Kotezhekov,Sergey Kaygorodov,Boris Belozerov,Mars M.Khasanov,Vladimir Vanovskiy,Andrei Osiptsov,Evgeny Burnaev..A deep learning-aided approach for estimating field permeability map by fusing well logs,well tests,and seismic data[J].Petroleum,2025,11(6):P.813-824,12.

基金项目

supported by the grant for research centers in the field of AI provided by the Ministry of Economic Development of the Russian Federation in accordance with the agreement000000C313925P4F0002 and the agreement with Skoltech N◦139-10-2025-033 （）

Petroleum

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