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Research article

First published 2020-11

A novel unsupervised deep learning network for intelligent fault diagnosis of rotating machinery

Xiaoli Zhao, Minping Jia

Structural Health Monitoring

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Research article

First published 2025-11

Simulation-driven unsupervised fault diagnosis of rolling bearing under time-varying speeds

Zhenli Xu, Guiji Tang, Bin Pang

Structural Health Monitoring

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Research article

First published 2024-12

Unsupervised domain adaptation bearing fault diagnosis method based on joint feature alignment

Feng Xiaoliang, Zhang Zhiwei, Zhao Aiming

Proceedings of the Institution of Mechanical Engineers,Part C: Journal of Mechanical Engineering Science

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Research article

First published 2026-3

An unsupervised multiclass fault diagnosis method and application based on affine-invariant Riemannian metric and spectral clustering

Lingling Tong, Zhimin Lv

Structural Health Monitoring

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Research article

First published 2026

Unsupervised bearing fault diagnosis and noise-robust data cleaning using a Swin transformer-based dual-module framework

Pengping Luo, Zhiwei Liu

Journal of Vibration and Control

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Research article

First published 2025-10

An interpretable unsupervised fault diagnosis method for rolling bearings based on physically-informed pseudo-label updating

Shijing Cao, Yuxin Duan, Jin Huang

Proceedings of the Institution of Mechanical Engineers,Part C: Journal of Mechanical Engineering Science

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Research article

First published 2025-9

An unsupervised transfer network with adaptive input and dynamic channel pruning for train axle bearing fault diagnosis

Lei Liu, Weihua Zhang, Fengshou Gu [...]

Structural Health Monitoring

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Research article

First published 2024-11

A hybrid dynamic adversarial domain adaptation network with multi-channel attention mechanism for rotating machinery unsupervised fault diagnosis under varying operating conditions

Hangbo Duan, Zongyan Cai, Yuanbo Xu

Proceedings of the Institution of Mechanical Engineers,Part C: Journal of Mechanical Engineering Science

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Research article

First published 2019-10

Gear pitting fault diagnosis using disentangled features from unsupervised deep learning

Yongzhi Qu, Yue Zhang, Miao He [...]

Proceedings of the Institution of Mechanical Engineers,Part O: Journal of Risk and Reliability

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Research article

First published 2024-7

Multiscale convolutional conditional domain adversarial network with channel attention for unsupervised bearing fault diagnosis

Haomiao Wang, Yibin Li, Mingshun Jiang [...]

Proceedings of the Institution of Mechanical Engineers,Part I: Journal of Systems and Control Engineering

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