Interpretable analysis of transformer winding vibration characteristics: SHAP and multi-classification feature optimization

Current research on vibration-based winding looseness struggles to clearly determine the contribution of individual features to the model. This paper proposes using the distribution of the harmonic-to-fundamental frequency ratio as a feature for a 110 kV transformer and introduces the SHapley Additi...

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Bibliographic Details
Main Authors: Yongteng Sun, Hongzhong Ma
Format: Article
Language:English
Published: Elsevier 2025-05-01
Series:International Journal of Electrical Power & Energy Systems
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S014206152500136X
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