7 citations · 7 across the 6 of their papers we have counts for
5 papers · 1 filter
Learning Robust Satellite Attitude Dynamics with Physics-Informed Normalising Flow
Carlo Cena, Mauro Martini, Marcello Chiaberge
Attitude control is a fundamental aspect of spacecraft operations. Model Predictive Control (MPC) has emerged as a powerful strategy for these tasks, relying on accurate models of…
Fault injection analysis of Real NVP normalising flow model for satellite anomaly detection
Gabriele Greco, Carlo Cena, Umberto Albertin +2
Satellites are used for a multitude of applications, including communications, Earth observation, and space science. Neural networks and deep learning-based approaches now represen…
Unsupervised Novelty Detection Methods Benchmarking with Wavelet Decomposition
Ariel Priarone, Umberto Albertin, Carlo Cena +2
Novelty detection is a critical task in various engineering fields. Numerous approaches to novelty detection rely on supervised or semi-supervised learning, which requires labelled…
A Self-Supervised Task for Fault Detection in Satellite Multivariate Time Series
Carlo Cena, Silvia Bucci, Alessandro Balossino +1
In the space sector, due to environmental conditions and restricted accessibility, robust fault detection methods are imperative for ensuring mission success and safeguarding valua…
Physics-Informed Real NVP for Satellite Power System Fault Detection
Carlo Cena, Umberto Albertin, Mauro Martini +2
The unique challenges posed by the space environment, characterized by extreme conditions and limited accessibility, raise the need for robust and reliable techniques to identify a…