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A Fault Diagnosis Method of Rotating Machinery Based on One-Dimensional, Self-Normalizing Convolutional Neural Networks

Aiming at the fault diagnosis issue of rotating machinery, a novel method based on the deep learning theory is presented in this paper. By combining one-dimensional convolutional neural networks (1D-CNN) with self-normalizing neural networks (SNN), the proposed method can achieve high fault identifi...

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Detalles Bibliográficos
Autores principales: Yang, Jingli, Yin, Shuangyan, Chang, Yongqi, Gao, Tianyu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7412546/
https://www.ncbi.nlm.nih.gov/pubmed/32660068
http://dx.doi.org/10.3390/s20143837