A machine learning method for evaluating shale gas production based on the TCN-PgInformer modelOA

作者：Hao-Yu Zhang;Wen-Sheng Wu;Zhang-Xin Chen;Benjieming Liu

作者单位：State Key Laboratory of Petroleum Resources and Engineering,China University of Petroleum(Beijing),Beijing,102249,China||Frontiers Science Center for Rare Isotopes,Lanzhou University,Lanzhou,730000,Gansu,China||School of Nuclear Science and Technology,Lanzhou University,Lanzhou,730000,Gansu,ChinaState Key Laboratory of Petroleum Resources and Engineering,China University of Petroleum(Beijing),Beijing,102249,ChinaEastern Institute of Technology,Ningbo,315100,Zhejiang,China||Department of Chemical and Petroleum Engineering,University of Calgary,Calgary,T2N 1N4,CanadaEastern Institute of Technology,Ningbo,315100,Zhejiang,China||Department of Chemical and Petroleum Engineering,University of Calgary,Calgary,T2N 1N4,Canada

中文关键词：Shale production forecastingInformerTCNMachine learningDaily gas production

英文关键词：Shale production forecastingInformerTCNMachine learningDaily gas production

刊名：《石油科学（英文版）》 2026 (2)

页码/页数：643-655,13

DOI：10.1016/j.petsci.2025.11.022