Unsupervised Convolutional Transformer Autoencoder for Robust Health Indicator Construction and RUL Prediction in Rotating Machinery

Prognostics for rotating machinery, particularly bearings, encounter significant challenges in constructing reliable health indicators (HIs) that accurately reflect degradation trajectories, thereby enabling precise remaining useful life (RUL) predictions. This article proposes a novel integrated ap...

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Bibliographic Details
Published in:Applied sciences Vol. 15; no. 20; p. 10972
Main Authors: Dahal, Amrit, Huang, Hong-Zhong, Huang, Cheng-Geng, Huang, Tudi, Khanal, Smaran, Niazi, Sajawal Gul
Format: Journal Article
Language:English
Published: Basel MDPI AG 01.10.2025
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ISSN:2076-3417, 2076-3417
Online Access:Get full text
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