An LSTM-based Maneuver Detection Algorithm from Satellites Pattern of Life

Cipollone, Riccardo; Leonzio, Italo; Calabrò, Gaetano; Di Lizia, Pierluigi

doi:10.1109/metroaerospace57412.2023.10189993

2023 IEEE 10th International Workshop on Metrology for AeroSpace (MetroAeroSpace) 2023

DOI: 10.1109/metroaerospace57412.2023.10189993

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An LSTM-based Maneuver Detection Algorithm from Satellites Pattern of Life

Riccardo Cipollone,

Italo Leonzio,

Gaetano Calabrò

et al.

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2024

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Cited by 2 publications

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An orbit determination software suite for Space Surveillance and Tracking applications

Montaruli,

Purpura,

Cipollone

et al. 2024

CEAS Space J

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The growth of both operational satellites and orbital debris is creating the requirement for more robust Space Surveillance and Tracking (SST)-related applications. These systems necessarily must leverage ground-based sensors (optical and radar) to realise higher performance solutions. In this context, the European Union Space Surveillance and Tracking (EUSST) consortium groups European national agencies and institutions, and is in charge of carrying out the following services: conjunction analysis, fragmentation analysis and re-entry prediction, and the Italian Air Force is in charge of the latter two. In this framework, the Italian SST Operational Centre (ISOC) has recently upgraded its system to the ISOC Suite, an integrated platform providing multiple functions and services in the SST domain. This paper presents the orbit determination functions provided by the novel ISOC Suite. First, a statistical index is computed to assess the measurements correlation to a catalogued object. If it is successful, the object predicted orbit is refined through measurements according either to batch or sequential filters; otherwise these are used to refine a first estimate of the target orbital state computed according to dedicated methodologies. After the presentation of the prototypal software architecture, the ISOC Suite performance are assessed and discussed both in terms of synthetic and real data.

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An orbit determination software suite for Space Surveillance and Tracking applications

Montaruli,

Purpura,

Cipollone

et al. 2024

CEAS Space J

View full text Add to dashboard Cite

show abstract

A station-keeping maneuver detection method of non-cooperative geosynchronous satellites

Li,

Zhao,

Zhang

et al. 2024

Advances in Space Research

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An LSTM-based Maneuver Detection Algorithm from Satellites Pattern of Life

Cited by 2 publications

References 14 publications

An orbit determination software suite for Space Surveillance and Tracking applications

An orbit determination software suite for Space Surveillance and Tracking applications

A station-keeping maneuver detection method of non-cooperative geosynchronous satellites

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