Siamese multiscale residual feature fusion network for aero-engine bearing fault diagnosis under small-sample condition

ZG Hou, HW Wang, SL Lv, ML Xiong… - … Science and Technology, 2022 - iopscience.iop.org
Implementing condition monitoring and fault diagnosis of aero-engine bearings is crucial to
ensure that aircraft operate safely and reliably. In engineering practice, the fault data for aero …

Interpretable Siamese dual attention enhancement transfer compound diagnostic model for unbalanced samples

K Xu, S Li, X Miao, H Wang, R Li - Structural Health …, 2025 - journals.sagepub.com
The intelligent transfer diagnosis model is used to address the issue of feature drift caused
by the changing working conditions of rotating parts in engineering. However, few models …

A review of fault diagnosis based on Siamese neural networks

Q Yang, D Wang, D Wu, Y Dong - … International Conference on …, 2023 - spiedigitallibrary.org
In the last few years, mechanical fault diagnosis (FD) based on deep learning has been
systematically applied to various industrial fields. However, most methods rely on enough …