SOME/IP Intrusion Detection System Using Machine Learning

被引:0
|
作者
Heo, Jaewoong [1 ]
Kim, Hyunghoon [1 ]
Jo, Hyo Jin [1 ]
机构
[1] Soongsil Univ, Grad Sch Software, Seoul, South Korea
基金
新加坡国家研究基金会;
关键词
Automotive Ethernet; SOME/IP; intrusion detection system;
D O I
10.1587/transinf.2022NGL0007
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
收藏
页码:1923 / 1924
页数:2
相关论文
共 50 条
  • [1] IoBT Intrusion Detection System using Machine Learning
    Alkanjr, Basmh
    Alshammari, Thamer
    [J]. 2023 IEEE 13TH ANNUAL COMPUTING AND COMMUNICATION WORKSHOP AND CONFERENCE, CCWC, 2023, : 886 - 892
  • [2] An Intrusion Detection System for SDN Using Machine Learning
    Logeswari, G.
    Bose, S.
    Anitha, T.
    [J]. INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2023, 35 (01): : 867 - 880
  • [3] An Investigation on Intrusion Detection System Using Machine Learning
    Patgiri, Ripon
    Varshney, Udit
    Akutota, Tanya
    Kunde, Rakesh
    [J]. 2018 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (IEEE SSCI), 2018, : 1684 - 1691
  • [4] Hybrid intrusion detection system using machine learning
    Meryem, Amar
    Ouahidi, Bouabid EL
    [J]. Network Security, 2020, 2020 (05) : 8 - 19
  • [5] Enhancing Intrusion Detection System Using Machine Learning and Deep Learning
    Madhusudhan, R.
    Thakur, Shubham Kumar
    Pravisha, P.
    [J]. ADVANCED INFORMATION NETWORKING AND APPLICATIONS, VOL 3, AINA 2024, 2024, 201 : 326 - 337
  • [6] Database Intrusion Detection System Using Octraplet and Machine Learning
    Jayaprakash, Souparnika
    Kandasamy, Kamalanathan
    [J]. PROCEEDINGS OF THE 2018 SECOND INTERNATIONAL CONFERENCE ON INVENTIVE COMMUNICATION AND COMPUTATIONAL TECHNOLOGIES (ICICCT), 2018, : 1413 - 1416
  • [7] Analysis on intrusion detection system using machine learning techniques
    Seraphim, B. Ida
    Poovammal, E.
    [J]. Lecture Notes on Data Engineering and Communications Technologies, 2021, 66 : 423 - 441
  • [8] Intrusion Detection System Using Machine Learning Approach: A Review
    Sharma, Kapil
    Chawla, Meenu
    Tiwari, Namita
    [J]. INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING AND COMMUNICATIONS, ICICC 2022, VOL 1, 2023, 473 : 727 - 734
  • [9] A Survey on Intrusion Detection System Using Machine Learning Algorithms
    Gulghane, Shital
    Shingate, Vishal
    Bondgulwar, Shivani
    Awari, Gaurav
    Sagar, Parth
    [J]. INNOVATIVE DATA COMMUNICATION TECHNOLOGIES AND APPLICATION, 2020, 46 : 670 - 675
  • [10] A Robust Intrusion Detection System using Ensemble Machine Learning
    Divakar, Subham
    Priyadarshini, Rojalina
    Mishra, Brojo Kishore
    [J]. PROCEEDINGS OF 2020 6TH IEEE INTERNATIONAL WOMEN IN ENGINEERING (WIE) CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (WIECON-ECE 2020), 2020, : 348 - 351