Hydraulic-Pump Fault-Diagnosis Method Based on Mean Spectrogram Bar Graph of Voiceprint and ResNet-50 Model Transfer

Hydraulic-Pump Fault-Diagnosis Method Based on Mean Spectrogram Bar Graph of Voiceprint and ResNet-50 Model Transfer

The vibration signal of a pump is often used for analysis in the study of hydraulic-pump fault diagnosis methods. In this study, for the analysis, sound signals were used, which can be used to acquire data in a non-contact manner to expand the use scenarios of hydraulic-pump fault-diagnosis methods....

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Bibliographic Details
Main Authors: Peiyao Zhang, Wanlu Jiang, Yunfei Zheng, Shuqing Zhang, Sheng Zhang, Siyuan Liu
Format: Article
Language:English
Published: MDPI AG 2023-08-01
Series:Journal of Marine Science and Engineering
Subjects:
complete ensemble empirical mode decomposition with adaptive noise
voiceprint information
ResNet-50
transfer learning
fault diagnosis
hydraulic plunger pump
Online Access:https://www.mdpi.com/2077-1312/11/9/1678

Internet

https://www.mdpi.com/2077-1312/11/9/1678

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