A Multivariate Spatiotemporal Feature Fusion Network for Wind Turbine Gearbox Condition Monitoring

A Multivariate Spatiotemporal Feature Fusion Network for Wind Turbine Gearbox Condition Monitoring

SCADA data, due to their easy accessibility and low cost, have been widely applied in wind turbine gearbox condition monitoring. However, the high-dimensional and nonlinear nature of the collected data, along with the insufficient spatiotemporal feature capabilities of existing methods and the lack...

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Bibliographic Details
Main Authors: Shixian Dai, Shuang Han, Xinjian Bai, Zijian Kang, Yongqian Liu
Format: Article
Language:English
Published: MDPI AG 2025-03-01
Series:Energies
Subjects:
wind turbine gearbox
graph convolutional network
temporal convolutional network
long short-term memory network
anomaly detection
Online Access:https://www.mdpi.com/1996-1073/18/5/1273
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