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Research article

First published 2025

A meta-transfer learning prediction method with few-shot data for the remaining useful life of rolling bearing

Daoming She, Yudan Duan, Zhichao Yang [...]

Structural Health Monitoring

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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

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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

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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

Open access

Research article

First published 2025

Machine learning prediction of coal workers’ pneumoconiosis classification based on few-shot clinical data

Jiaqi Jia, Jingying Huang, Yuming Cui [...]

DIGITAL HEALTH

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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

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Research article

First published 2025-11

Cross-domain fault diagnosis of ceramic bearings using multi-source data fusion: Vibration,acoustic,and infrared signals

Meng Shao, Mengyuan Shi, Xinran Li [...]

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

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Research article

First published 2025-12

Few-shot flight trajectory prediction in the multi-mode transfer learning structure

Han Wu, Yan Liang, Jing He [...]

Proceedings of the Institution of Mechanical Engineers,Part G: Journal of Aerospace Engineering

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Review article

First published 2025-12

Automatic Text Classification With Large Language Models: A Review of openai for Zero- and Few-Shot Classification

Kylie L. Anglin, Claudia Ventura

Journal of Educational and Behavioral Statistics

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Research article

First published 2025-11

Intelligent fault diagnosis of hoisting systems under complex working conditions using deep graph convolutional generative adversarial networks with limited data

Yang Li, Xiangyin Meng, Feiyun Xu [...]

Structural Health Monitoring

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