A New Anomaly-Based Intrusion Detection System for MIL-STD-1553

Yunus Emre Ciloglu, Serif Bahtiyar

Araştırma sonucu: ???type-name???Konferans katkısıbilirkişi

1 Atıf (Scopus)

Özet

MIL-STD-1553 is a communication standard developed by the US DoD in 1975 and used in military aircraft, land, and space vehicles. It enables computers and devices to interact with each other. MIL-STD-1553 is used in safety-critical systems due to its dual redundant bus structure, high reliability, and low fault rate. While the standard was considered to be secure when it was developed, MIL-STD-1553-based systems have become vulnerable and they are an easy target for attackers. In this research, we propose a new anomaly-based intrusion detection system for MIL-STD-1553 that uses machine learning for classification purposes. We experimentally evaluated the proposed system against cyber attacks. We observed that Stochastic Gradient Descent provides adequate results for the detection of intrusions on the MIL-STD-1553 bus. Overall experimental results show that the proposed system can be used to detect intrusions on MIL-STD-1553-based communications.

Orijinal dilİngilizce
Ana bilgisayar yayını başlığıProceedings of 10th International Conference on Recent Advances in Air and Space Technologies, RAST 2023
YayınlayanInstitute of Electrical and Electronics Engineers Inc.
ISBN (Elektronik)9798350323023
DOI'lar
Yayın durumuYayınlandı - 2023
Etkinlik10th International Conference on Recent Advances in Air and Space Technologies, RAST 2023 - Istanbul, Turkey
Süre: 7 Haz 20239 Haz 2023

Yayın serisi

AdıProceedings of 10th International Conference on Recent Advances in Air and Space Technologies, RAST 2023

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???event.eventtypes.event.conference???10th International Conference on Recent Advances in Air and Space Technologies, RAST 2023
Ülke/BölgeTurkey
ŞehirIstanbul
Periyot7/06/239/06/23

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Publisher Copyright:
© 2023 IEEE.

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