Spacecraft Telemetry Anomaly Detection Based on Parametric Causality and Double-Criteria Drift Streaming Peaks over Threshold
Most of the spacecraft telemetry anomaly detection methods based on statistical models suffer from the problems of high false negatives, long time consumption, and poor interpretability. Besides, complex interactions, which may determine the propagation of anomalous mode between telemetry parameters...
Main Authors: | Zefan Zeng, Guang Jin, Chi Xu, Siya Chen, Lu Zhang |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2022-02-01
|
Series: | Applied Sciences |
Subjects: | |
Online Access: | https://www.mdpi.com/2076-3417/12/4/1803 |
Similar Items
-
Application of Knowledge Graph Technology with Integrated Feature Data in Spacecraft Anomaly Detection
by: Xiaojian Yi, et al.
Published: (2023-09-01) -
Deep Generative Models-Based Anomaly Detection for Spacecraft Control Systems
by: Hyojung Ahn, et al.
Published: (2020-04-01) -
Generic Diagnostic Framework for Anomaly Detection—Application in Satellite and Spacecraft Systems
by: Marie Bieber, et al.
Published: (2023-07-01) -
Analysis on Space Environment from the Anomalies of Geosynchronous Satellites
by: Jaejin Lee, et al.
Published: (2009-12-01) -
Unsupervised Anomaly Detection for Time Series Data of Spacecraft Using Multi-Task Learning
by: Kaifei Yang, et al.
Published: (2022-06-01)