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Overcoming the limited Field of View of convolutional neural network for fault detection: a multiscale approach
- Publisher: European Association of Geoscientists & Engineers
- Source: Conference Proceedings, Second EAGE Digitalization Conference and Exhibition, Mar 2022, Volume 2022, p.1 - 5
Abstract
Summary
The abstract summarizes the multiscale fault mapping method based on a synthetically trained convolutional neural network which tackles the issue of the limited field of view (FOV). The approach provides a great first-pass overview of the structural setting for geoscientists without the problems associated with creating training labels based on real seismic data, such as mapping accuracy and subjectivity, training data volume or data ownership.
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