Self‐Supervised Pre‐Training and Few‐Shot Finetuning for Gas‐Bearing Prediction

Abstract Natural gas remains the only fossil energy with sustained production growth amid global carbon reduction efforts, with seismic methods crucial for its exploration and development. Traditional seismic inversion methods, which detect gas indirectly by modeling and inverting gas‐sensitive para...

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Bibliographic Details
Main Authors: Long Han, Xinming Wu, Renjie Chen, Yunhua Shi, Zhanxuan Hu, Huijing Fang
Format: Article
Language:English
Published: Wiley 2025-06-01
Series:Journal of Geophysical Research: Machine Learning and Computation
Subjects:
Online Access:https://doi.org/10.1029/2025JH000631
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