Seismic Waveform Feature Extraction and Reservoir Prediction Based on CNN and UMAP: A Case Study of the Ordos Basin

Seismic Waveform Feature Extraction and Reservoir Prediction Based on CNN and UMAP: A Case Study of the Ordos Basin

Seismic waveform feature extraction is a critical task in seismic exploration, as it directly impacts reservoir prediction and geological interpretation. However, large-scale seismic data and nonlinear relationships between seismic signals and reservoir properties are challenging for traditional mac...

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Bibliographic Details
Main Authors: Lifu Zheng, Hao Yang, Guichun Luo
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Applied Sciences
Subjects:
Convolutional Neural Network
reservoir prediction
dimensionality reduction
seismic waveform analysis
Uniform Manifold Approximation and Projection
Online Access:https://www.mdpi.com/2076-3417/15/13/7377
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