@ARTICLE{10.21494/ISTE.OP.2023.0911, TITLE={Spot the hack: Intrusion detection systems for avionics networks using machine learning}, AUTHOR={Fehmi Jaafar, Florent Avellaneda, Omer Nguena Timo, Mario Beaulieu, David Landry, }, JOURNAL={Technology and Innovation}, VOLUME={8}, NUMBER={Issue 1}, YEAR={2023}, URL={https://openscience.fr/Spot-the-hack-Intrusion-detection-systems-for-avionics-networks-using-machine}, DOI={10.21494/ISTE.OP.2023.0911}, ISSN={2399-8571}, ABSTRACT={The MIL-STD-1553B is a standard defining a set of requirements which cover all aspects of a serial multiplex data bus, from mechanical to electrical and functional aspects. The bus aimed to interconnect avionics subsystems via a single medium. Several military services and contractors adopted MIL-STD-1553 as an avionics data bus due to its data integrity insurance. However, new research work has demonstrated a set of security vulnerabilities for this bus. This paper presents the creation of effective intrusion detection systems (IDS) for avionics networks and bus technologies used within the aerospace and space industry.}}