Zhi-Ping Cheng

An LSTM Autoencoder-Based Framework for Satellite Telemetry Anomaly Detection

2022

This paper proposes an approach for detecting and identifying anomalies in satellite telemetry based on multi-dimensional time series analysis. Firstly, the long short-term memory-based autoencoder (LSTM-AE) model is established to reconstruct the normal operating data …