Anomaly detection for hydropower turbine unit based on variational modal decomposition and deep autoencoder

Anomaly detection for hydropower turbine unit is a requirement for the safety of hydropower system. An unsupervised anomaly detection method employing variational modal decomposition (VMD) and deep autoencoder is proposed. VMD is employed to the data collected by multiple sensors to obtain the sub s...

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Bibliographic Details
Main Authors: Hongteng Wang, Xuewei Liu, Liyong Ma, Yong Zhang
Format: Article
Language:English
Published: Elsevier 2021-11-01
Series:Energy Reports
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2352484721009951