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ResNet diagnosis of rotor faults in oil transfer pumps

To address rotor imbalance and misalignment in oil transfer pumps, an innovative diagnostic framework using Residual Network (ResNet) is proposed. The model incorporates advanced signal processing algorithms and strategic sensor placement to enhance diagnostic efficacy. A fault simulation test rig c...

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Principais autores: Lei Chen, Liang Dong, Zhi-Cai Wu, Chuan-Han Fan, Wei-Hua Shi, Hong-Gang Li, Ru-Nan Hua, Cui Dai
Formato: Artigo
Idioma:Inglês
Publicado em: Elsevier 2024-08-01
coleção:Heliyon
Assuntos:
Oil transfer pump
Rotor fault diagnosis
Residual networks (ResNet)
Vibration analysis
Time-frequency analysis
Acesso em linha:http://www.sciencedirect.com/science/article/pii/S2405844024122013
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