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Boliang Zhang

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Open access Jul 2026

A fault diagnosis method for aero-engine inter-shaft bearings based on 1DCNN-Transformer-BiGRU.

Experimental validation on the Harbin Institute of Technology aero-engine inter-shaft bearing dataset shows that the proposed model achieves 97% diagnostic accuracy under extreme noise conditions (SNR = -5 dB).

Yang Wang, Boliang Zhang · Scientific Reports · 0 citations