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Articles (23)

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1-10 of 23 results for few-shot fault diagnosis

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Select article: Few-shot transfer learning method based on meta-learning and graph convolution network for machinery fault diagnosis

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Research article

First published 2023

Few-shot transfer learning method based on meta-learning and graph convolution network for machinery fault diagnosis

Huaqing Wang, Xingwei Tong, Pengxin Wang [...]

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

Select article: Few-shot bearing fault diagnosis method based on an EEMD parallel neural network and a relation network

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Research article

First published 2024-10

Few-shot bearing fault diagnosis method based on an EEMD parallel neural network and a relation network

Cunsheng Zhao, Bo Tong, Chao Zhou [...]

Advances in Mechanical Engineering

Select article: A meta-transfer learning with natural language supervised pretraining for few-shot fault diagnosis of bearings

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Research article

First published 2025

A meta-transfer learning with natural language supervised pretraining for few-shot fault diagnosis of bearings

Xufen Jiao, Yixiao Gao, Bowen Yao [...]

Structural Health Monitoring

Select article: ACS-DM: Adaptive conditional sampling diffusion model for few-shot machinery fault diagnosis

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Other

First published 2026

ACS-DM: Adaptive conditional sampling diffusion model for few-shot machinery fault diagnosis

Qingbin Tong, Ruize Zhu, Feiyu Lu [...]

Journal of Vibration and Control

Select article: HSCPA: a hyperspherical contrastive prototype adaptation network for few-shot cross-domain bearing fault diagnosis

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Research article

First published 2026

HSCPA: a hyperspherical contrastive prototype adaptation network for few-shot cross-domain bearing fault diagnosis

Yang Ge, Yifei Ding, Fusheng Zhang [...]

Structural Health Monitoring

Select article: Multi-view generative synergistic optimization agent for few-shot machinery fault diagnosis under limited labeled data

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Research article

First published 2026

Multi-view generative synergistic optimization agent for few-shot machinery fault diagnosis under limited labeled data

Jintian Sun, Xihong Fei, Lei Su [...]

Structural Health Monitoring

Select article: A knowledge and data collaboration-driven method with modified stacked broad autoencoder for few-shot bearing fault diagnosis

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Research article

First published 2026

A knowledge and data collaboration-driven method with modified stacked broad autoencoder for few-shot bearing fault diagnosis

Xin Li, Xinhua Liu, Xiaoyu Zou [...]

Structural Health Monitoring

Select article: A novel meta-transfer learning method for few-shot cross-domain fault diagnosis based on parallel synergistic network

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Research article

First published 2025

A novel meta-transfer learning method for few-shot cross-domain fault diagnosis based on parallel synergistic network

Xueyi Li, Sixin Li, Qi Li [...]

Structural Health Monitoring

Select article: ALTASN: A few-shot learning fault diagnosis method for rotating machinery of unmanned surface vehicles based on attention mechanism

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Research article

First published 2025-5

ALTASN: A few-shot learning fault diagnosis method for rotating machinery of unmanned surface vehicles based on attention mechanism

Yu Cao, Yongyi Chen, Dan Zhang [...]

Transactions of the Institute of Measurement and Control

Select article: Replay-free evolutionary classifier for few-shot continuous fault diagnosis of wind turbine

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Research article

First published 2026

Replay-free evolutionary classifier for few-shot continuous fault diagnosis of wind turbine

Zhiyi He, Ya Gao, Haidong Shao [...]

Structural Health Monitoring

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