Author

Tao Peng

2 papers indexed here

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Oct 2026

Manifold-Aware Temperature-Free Prototypical Networks for Few-Shot Open-Set Cross-Domain Fault Diagnosis

Vibration-signal-based fault diagnosis in practical rotating machinery and aeroengine systems is often challenged by limited labeled fault samples, variable working conditions, unseen fault modes, and cross-equipment distribution shifts. These common task-level difficulties make few-shot, open-set, cross-domain diagnos...

Bo Cheng, Yi-Yao An, Tao Peng et al. · IEEE Sensors Journal · 0 citations

Open access Sep 2026

Bearing Fault Diagnosis Under Data Imbalance and Heavy Noise: An Adaptive Weighted Heterogeneous Ensemble Learning Framework

This study proposes a robust bearing fault diagnosis method based on an adaptive weighted heterogeneous ensemble learning framework, capable of effectively reducing and eliminating noise interference in two-dimensional image data, thus enhancing fault diagnosis accuracy.

Tao Peng, Ran Gu, Quan-Jun Li et al. · Computers · 0 citations