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Research article

First published 2024-12

Intelligent fault diagnosis based on improved convolutional neural network for small sample and imbalanced bearing data

Xuetao Liu, Hongyan Yang

Transactions of the Institute of Measurement and Control

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Research article

First published 2025-12

Fault diagnosis of planetary gearboxes under small and imbalanced samples based on enhanced Siamese network with improved downsampling module

Na Zhang, Lixiang Duan, Xiaoxuan Fan

Journal of Vibration and Control

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Research article

First published 2025

A multi-scale adaptive transformer with feature enhancement for fault diagnosis of rolling bearings under imbalanced small-sample and cross-condition scenarios

Wang Xu, Yue Si, An Lei [...]

Structural Health Monitoring

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Research article

First published 2024-5

A Siamese CNN-BiLSTM-based method for unbalance few-shot fault diagnosis of rolling bearings

Xiyang Liu, Guo Chen, Hao Wang [...]

Measurement and Control

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Research article

First published 2025-11

Small sample imbalanced die-casting product quality prediction based on fusion model

Xiaoxuan Wu, Yu Du, Dong Liu [...]

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

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Research article

First published 2025-9

A transformer fault diagnosis method for small-sample imbalanced data based on self-supervised representation learning

Meng Guo, Haoyu Liu, Yanfei Sun [...]

Intelligent Decision Technologies

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Research article

First published 2025-11

Chaotic dynamic feature enhancement and adaptive integrated learning framework for bearing fault diagnosis under unbalanced small sample conditions

Zhixing Li, Shilin Liu, Yanxue Wang [...]

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

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Research article

First published 2022-10

Image recognition of limited and imbalanced samples based on transfer learning methods for defects in welds

Zaifang Zhang, Wei Liu, Xiwu Sun

Proceedings of the Institution of Mechanical Engineers,Part B: Journal of Engineering Manufacture

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Research article

First published 2007-3

Selective costing voting for bankruptcy prediction

S. Kotsiantis, D. Tzelepis, E. Koumanakos [...]

International Journal of Knowledge-Based and Intelligent Engineering Systems

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Research article

First published 2020-2

A generative adversarial network–based method for generating negative financial samples

Zhaohui Zhang, Lijun Yang, Ligong Chen [...]

International Journal of Distributed Sensor Networks

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