A deep learning approach for detecting drill bit failures from a small sound dataset

Abstract Monitoring the conditions of machines is vital in the manufacturing industry. Early detection of faulty components in machines for stopping and repairing the failed components can minimize the downtime of the machine. In this article, we present a method for detecting failures in drill mach...

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Bibliographic Details
Main Authors: Thanh Tran, Nhat Truong Pham, Jan Lundgren
Format: Article
Language:English
Published: Nature Portfolio 2022-06-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-022-13237-7