Fault diagnosis method of hydro-generating unit based on voiceprint image

Abstract This paper focuses on the fault diagnosis of hydro generator sets and proposes a fault diagnosis method based on acoustic patterns. Through the acquisition, analysis, and feature extraction of the acoustic signals generated during the operation of the hydro-generator set, a fault diagnosis model is constructed by combining machine learning algorithms. The experimental results show that the method can effectively identify different types of faults and provide a reliable guarantee for the stable operation of the hydro-generator set.

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Publication Details

Journal
Journal of Physics Conference Series
Published
2025-05-01
DOI
https://doi.org/10.1088/1742-6596/3019/1/012047
Primary Topic
Machine Fault Diagnosis Techniques
Type
article
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article

Fault diagnosis method of hydro-generating unit based on voiceprint image

Shanshan Wan, Shilei Xu, Pan Zhou, Shujun Li et al.
Journal of Physics Conference Series
Machine Fault Diagnosis Techniques
article

Fault diagnosis method of hydro-generating unit based on voiceprint image

Shanshan Wan, Shilei Xu, Pan Zhou, Shujun Li, Huifang Sun
article en

Abstract

Abstract This paper focuses on the fault diagnosis of hydro generator sets and proposes a fault diagnosis method based on acoustic patterns. Through the acquisition, analysis, and feature extraction of the acoustic signals generated during the operation of the hydro-generator set, a fault diagnosis model is constructed by combining machine learning algorithms. The experimental results show that the method can effectively identify different types of faults and provide a reliable guarantee for the stable operation of the hydro-generator set.

Journal of Physics Conference SeriesVol. 3019(1)
Economic Research Institute (KZ)
Openalex Percentile: Top 86%
Machine Fault Diagnosis Techniques
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