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A novel fault diagnosis of high-speed train axle box bearings with adaptive curriculum self-paced learning under noisy labels

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Structural Health Monitoring: An International Journal

Published online on

Abstract

Structural Health Monitoring, Volume 25, Issue 3, Page 1850-1868, May 2026.
Due to uncontrollable or objective reasons, mismarked labels (i.e., noise labels) are inevitably generated in the supervised fault diagnosis dataset of train axle box bearings. Self-paced learning is an effective method to deal with noise, but it needs to ...