LSTM-Based VAE-GAN for Time-Series Anomaly Detection

Time series anomaly detection is widely used to monitor the equipment sates through the data collected in the form of time series. At present, the deep learning method based on generative adversarial networks (GAN) has emerged for time series anomaly detection. However, this method needs to find the...

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Bibliographic Details
Main Authors: Zijian Niu, Ke Yu, Xiaofei Wu
Format: Article
Language:English
Published: MDPI AG 2020-07-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/20/13/3738