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Research article

First published 2026

A data generation method with a novel loss for fault diagnosis without target-domain data

Guoli Bai, Wei Sun, Zhidan Zhong [...]

Journal of Vibration and Control

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Research article

First published 2024-7

Fault data expansion method of permanent magnet synchronous motor based on Wasserstein-generative adversarial network

Liu Zhan, Xiaowei Xu, Xue Qiao [...]

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

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Review article

First published 2020-10

Data augment method for machine fault diagnosis using conditional generative adversarial networks

Jinrui Wang, Baokun Han, Huaiqian Bao [...]

Proceedings of the Institution of Mechanical Engineers,Part D: Journal of Automobile Engineering

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Research article

First published 2025

Frequency diffusion-based vibration signal generation for machinery fault identification under limited data

Peng Ding, Chao Zhang, Jie Zhang [...]

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 2015-6

Experimental Evaluation of Data Fusion Algorithm for Residual Generation in Detecting UAV Servo Actuator Fault

Zulhilmy Sahwee, Nazaruddin Abd. Rahman, Khairul Salleh Mohamed Sahari

International Journal of Micro Air Vehicles

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Research article

First published 2025

Semi-supervised broad learning generative adversarial network for intelligent fault diagnosis of wind turbine based on SCADA data

Longyu Cui, Yang Fu, Deqiang He [...]

Journal of Vibration and Control

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Research article

First published 2025-3

A rolling bearing fault diagnosis method based on interactive generative feature space oversampling-based autoencoder under imbalanced data

Fengfei Huang, Kai Zhang, Zhixuan Li [...]

Structural Health Monitoring

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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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Research article

First published 2025

Open-set domain generalization method combining data augmentation and adaptive decision boundaries for fault diagnosis under unseen working conditions

Cailu Pan, Zhiwu Shang, Fei Liu [...]

Structural Health Monitoring

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