Explainable machine learning for precise fatigue crack tip detection

Abstract Data-driven models based on deep learning have led to tremendous breakthroughs in classical computer vision tasks and have recently made their way into natural sciences. However, the absence of domain knowledge in their inherent design significantly hinders the understanding and acceptance...

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Bibliographic Details
Main Authors: David Melching, Tobias Strohmann, Guillermo Requena, Eric Breitbarth
Format: Article
Language:English
Published: Nature Portfolio 2022-06-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-022-13275-1