A deep learning identification method of tight sandstone lithofacies integrating multilayer perceptron and multivariate time series

A deep learning identification method of tight sandstone lithofacies integrating multilayer perceptron and multivariate time series

Abstract Lithofacies classification and identification are of great significance in the exploration and evaluation of tight sandstone reservoirs. Existing methods of lithofacies identification in tight sandstone reservoirs face issues such as lengthy manual classification, strong subjectivity of ide...

Full description

Bibliographic Details
Main Authors: Zihao Mu, Chunsheng Li, Zongbao Liu, Tao Liu, Kejia Zhang, Haiwei Mu, Yuchen Yang, Cuiyun Xu, Ruixue Zhang
Format: Article
Language:English
Published: Nature Portfolio 2024-12-01
Series:Scientific Reports
Subjects:
Sandstone
Lithofacies
Fuyu reservoir
Logging curves
Deep learning
Lithofacies classification
Online Access:https://doi.org/10.1038/s41598-024-82607-0

Internet

https://doi.org/10.1038/s41598-024-82607-0

Similar Items