Title
Deep learning seismic substructure detection using the Frozen Gaussian approximation
Abstract
•Deep learning algorithm for seismic interface and pocket detection.•Train neural networks by the frozen Gaussian approximation.•Build convolutional neural network models using an open source API, GeoSeg.•High accuracy of deep learning algorithm is shown for complicated geometries.
Year
DOI
Venue
2020
10.1016/j.jcp.2020.109313
Journal of Computational Physics
Keywords
DocType
Volume
Seismic tomography,Convolutional neural network,Elastic wave equation,High-frequency wavefield,Frozen Gaussian approximation,Image segmentation
Journal
409
ISSN
Citations 
PageRank 
0021-9991
0
0.34
References 
Authors
0
4
Name
Order
Citations
PageRank
James C. Hateley100.34
Jay Roberts200.34
Kyle Mylonakis300.34
Xu Yang4459.17