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Research article

First published 2024

A lightweight improved residual neural network for bearing fault diagnosis

Huaqing Wang, Zhenbao Fu, Tianjiao Lin [...]

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

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Research article

First published 2022-8

Intelligent fault diagnosis of rotating machinery based on a novel lightweight convolutional neural network

Yuqi Lu, Jinhua Mi, He Liang [...]

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

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Research article

First published 2025

A novel edge intelligence application model with lightweight network and antinoise ability for bearing fault diagnosis

Lei Liu, Fan Zhang, Yao Cheng [...]

Structural Health Monitoring

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Research article

First published 2023-2

A motor bearing fault diagnosis method based on multi-source data and one-dimensional lightweight convolution neural network

Yifan Dong, Chuanbo Wen, Zheng Wang

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

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Research article

First published 2026

A novel lightweight classification model based on dynamic separation representation and adaptive mapping decision for mechanical bearing fault diagnosis under strong noise interference

Xiangjiang Zhao, Chao Wang, Jingting Sun [...]

Structural Health Monitoring

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Research article

First published 2025

A lightweight intra-class inter-class domain adaptation network approach for diagnosing bearing faults under different operating conditions

Guangbin Wang, Can Li, Ying Lv [...]

Structural Health Monitoring

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Research article

First published 2025

Lightweight rolling bearing fault diagnosis via multi-teacher knowledge distillation

Hongchun Sun, Xinyu Zhao, Xiaolong Jiang

Transactions of the Institute of Measurement and Control

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Research article

First published 2024-3

Lightweight and intelligent model based on enhanced sparse filtering for rotating machine fault diagnosis

Yunhan Ling, Dianyu Fu, Peng Jiang [...]

Transactions of the Institute of Measurement and Control

Open access

Research article

First published 2024-9

Lightweight intelligent fault diagnosis method based on a multi-stage pruning distillation interleaving network

Linlin Ren, Xiaoming Li, Hongbo Ma [...]

Advances in Mechanical Engineering

Open access

Research article

First published 2026

A lightweight deep learning framework for motor fault diagnosis using time-frequency current signatures

Hsiang-Chieh Chen, Zi-Zhen Chou

Measurement and Control

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