Deep learning algorithm-enabled sediment characterization techniques to determination of water saturation for tight gas carbonate reservoirs in Bohai Bay Basin, China

Deep learning algorithm-enabled sediment characterization techniques to determination of water saturation for tight gas carbonate reservoirs in Bohai Bay Basin, China

Abstract Understanding water saturation levels in tight gas carbonate reservoirs is vital for optimizing hydrocarbon production and mitigating challenges such as reduced permeability due to water saturation (Sw) and pore throat blockages, given its critical role in managing capillary pressure in wat...

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Bibliographic Details
Main Authors: Xiao Hu, Qingchun Meng, Fajun Guo, Jun Xie, Eerdun Hasi, Hongmei Wang, Yuzhi Zhao, Li Wang, Ping Li, Lin Zhu, Qiongyao Pu, Xuguang Feng
Format: Article
Language:English
Published: Nature Portfolio 2024-05-01
Series:Scientific Reports
Subjects:
Water saturation
Tight gas carbonate reservoirs
Sediment characterization
Deep learning
Petrophysics
Machine learning
Online Access:https://doi.org/10.1038/s41598-024-63168-8

Internet

https://doi.org/10.1038/s41598-024-63168-8

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