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[HTML][HTML] Anomaly detection for space information networks: A survey of challenges, techniques, and future directions
Abstract Space anomaly detection plays a critical role in safeguarding the integrity and
reliability of space systems amid the rising tide of threats. This survey aims to deepen …
reliability of space systems amid the rising tide of threats. This survey aims to deepen …
[HTML][HTML] Explainable anomaly detection in spacecraft telemetry
As spacecraft missions become more complex and ambitious, it becomes increasingly
important to track the status and health of the spacecraft in real-time to ensure mission …
important to track the status and health of the spacecraft in real-time to ensure mission …
Intelligent health monitoring systems for space missions based on data mining techniques
Abstract Development of intelligent health monitoring system for artificial satellites is one of
the important issue of aerospace engineering, in which determines the health state and …
the important issue of aerospace engineering, in which determines the health state and …
Anomaly detection for space information networks: a survey of challenges, schemes, and recommendations
A Diro, S Kaisar, AV Vasilakos, A Anwar, A Nasirian… - 2023 - dro.deakin.edu.au
Space anomaly detection is of paramount importance in ensuring the safety and reliability of
space systems, particularly in the face of increasing threats. This comprehensive survey …
space systems, particularly in the face of increasing threats. This comprehensive survey …
A multivariate anomaly detector for satellite telemetry data using temporal attention-based LSTM autoencoder
Z Xu, Z Cheng, B Guo - IEEE Transactions on Instrumentation …, 2023 - ieeexplore.ieee.org
Telemetry anomaly detection is a prominent health condition monitoring task that plays an
increasingly crucial role in identifying unexpected events and improving satellite's overall …
increasingly crucial role in identifying unexpected events and improving satellite's overall …
An encoder-decoder generative adversarial network-based anomaly detection approach for satellite telemetry data
Telemetry anomaly detection is a prominent health condition monitoring task that plays an
increasingly crucial role in discovering potential incidents and facilitating long-term reliable …
increasingly crucial role in discovering potential incidents and facilitating long-term reliable …
Semi-supervised machine learning for spacecraft anomaly detection & diagnosis
S Ramachandran, M Rosengarten… - 2020 IEEE Aerospace …, 2020 - ieeexplore.ieee.org
This paper describes Anomaly Detection via Topological-feature Map (ADTM), a data-driven
approach to Integrated System Health Management (ISHM) for monitoring the health of …
approach to Integrated System Health Management (ISHM) for monitoring the health of …
Simultaneous fault detection in satellite power systems using deep autoencoders and classifier chain
A satellite system's health is heavily dependent on the proper functioning of the Satellite
Power System (SPS), which is regarded as the core component of a satellite. Fault detection …
Power System (SPS), which is regarded as the core component of a satellite. Fault detection …
A method for detecting incipient faults in satellites based on dynamic linear discriminant analysis
G Zhang, Q Yang, G Li, J Leng - Computational intelligence and …, 2021 - Wiley Online Library
Timely detection and treatment of possible incipient faults in satellites will effectively reduce
the damage and harm they could cause. Although much work has been done concerning …
the damage and harm they could cause. Although much work has been done concerning …
[HTML][HTML] A satellite incipient fault detection method based on local optimum projection vector and kullback-leibler divergence
G Zhang, Q Yang, G Li, J Leng, L Wang - Applied Sciences, 2021 - mdpi.com
Timely and effective detection of potential incipient faults in satellites plays an important role
in improving their availability and extending their service life. In this paper, the problem of …
in improving their availability and extending their service life. In this paper, the problem of …