SOME/IP Intrusion Detection System Using Machine Learning

Jaewoong HEO; Hyunghoon KIM; Hyo Jin JO

doi:10.1587/transinf.2022NGL0007

SOME/IP Intrusion Detection System Using Machine Learning

Jaewoong HEO, Hyunghoon KIM, Hyo Jin JO

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With the development of in-vehicle network technologies, Automotive Ethernet is being applied to modern vehicles. Scalable service-Oriented MiddlewarE over IP (SOME/IP) is an automotive middleware solution that is used for communications of the infotainment domain as well as that of other domains in the vehicle. However, since SOME/IP lacks security, it is vulnerable to a variety of network-based attacks. In this paper, we introduce a new type of intrusion detection system (IDS) leveraging on SOME/IP packet's header information and packet reception time to deal with SOME/IP related network attacks.

Publication: IEICE TRANSACTIONS on Information Vol.E105-D No.11 pp.1923-1924

Publication Date: 2022/11/01

Publicized: 2022/07/13

Online ISSN: 1745-1361

DOI: 10.1587/transinf.2022NGL0007

Type of Manuscript: Special Section LETTER (Special Section on Next-generation Security Applications and Practice)

Category

Authors

Jaewoong HEO
  Soongsil University
Hyunghoon KIM
  Soongsil University
Hyo Jin JO
  Soongsil University

Keyword

Automotive Ethernet, SOME/IP, intrusion detection system

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Jaewoong HEO, Hyunghoon KIM, Hyo Jin JO, "SOME/IP Intrusion Detection System Using Machine Learning" in IEICE TRANSACTIONS on Information, vol. E105-D, no. 11, pp. 1923-1924, November 2022, doi: 10.1587/transinf.2022NGL0007.
Abstract: With the development of in-vehicle network technologies, Automotive Ethernet is being applied to modern vehicles. Scalable service-Oriented MiddlewarE over IP (SOME/IP) is an automotive middleware solution that is used for communications of the infotainment domain as well as that of other domains in the vehicle. However, since SOME/IP lacks security, it is vulnerable to a variety of network-based attacks. In this paper, we introduce a new type of intrusion detection system (IDS) leveraging on SOME/IP packet's header information and packet reception time to deal with SOME/IP related network attacks.
URL: https://global.ieice.org/en_transactions/information/10.1587/transinf.2022NGL0007/_p

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@ARTICLE{e105-d_11_1923,
author={Jaewoong HEO, Hyunghoon KIM, Hyo Jin JO, },
journal={IEICE TRANSACTIONS on Information},
title={SOME/IP Intrusion Detection System Using Machine Learning},
year={2022},
volume={E105-D},
number={11},
pages={1923-1924},
abstract={With the development of in-vehicle network technologies, Automotive Ethernet is being applied to modern vehicles. Scalable service-Oriented MiddlewarE over IP (SOME/IP) is an automotive middleware solution that is used for communications of the infotainment domain as well as that of other domains in the vehicle. However, since SOME/IP lacks security, it is vulnerable to a variety of network-based attacks. In this paper, we introduce a new type of intrusion detection system (IDS) leveraging on SOME/IP packet's header information and packet reception time to deal with SOME/IP related network attacks.},
keywords={},
doi={10.1587/transinf.2022NGL0007},
ISSN={1745-1361},
month={November},}

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TY - JOUR
TI - SOME/IP Intrusion Detection System Using Machine Learning
T2 - IEICE TRANSACTIONS on Information
SP - 1923
EP - 1924
AU - Jaewoong HEO
AU - Hyunghoon KIM
AU - Hyo Jin JO
PY - 2022
DO - 10.1587/transinf.2022NGL0007
JO - IEICE TRANSACTIONS on Information
SN - 1745-1361
VL - E105-D
IS - 11
JA - IEICE TRANSACTIONS on Information
Y1 - November 2022
AB - With the development of in-vehicle network technologies, Automotive Ethernet is being applied to modern vehicles. Scalable service-Oriented MiddlewarE over IP (SOME/IP) is an automotive middleware solution that is used for communications of the infotainment domain as well as that of other domains in the vehicle. However, since SOME/IP lacks security, it is vulnerable to a variety of network-based attacks. In this paper, we introduce a new type of intrusion detection system (IDS) leveraging on SOME/IP packet's header information and packet reception time to deal with SOME/IP related network attacks.
ER -