Intrusion detection system for automotive Controller Area Network (CAN) bus system: a review
Система обнаружения вторжений для автомобильных систем на базе шины контроллерной сети (CAN): обзор
2019-07-19
SCID: 54.1/mfs9efxc
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anomaly-based detectionautomotive CAN busin-vehicle communicationintrusion detection systemsmachine learning-based IDS
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Abstract (AI)
The modern vehicles nowadays are managed by networked controllers. Most of the networks were designed with little concern about security which has recently motivated researchers to demonstrate various kinds of attacks against the system. In this paper, we discussed the vulnerabilities of the Controller Area Network (CAN) within in-vehicle communication protocol along with some potential attacks that could be exploited against it. Besides, we present some of the security solutions proposed in the current state of research in order to overcome the attacks. However, the main goal of this paper is to highlight a holistic approach known as intrusion detection system (IDS) which has been a significant tool in securing networks and information systems over the past decades. To the best of our knowledge, there is no recorded literature on a comprehensive overview of IDS implementation specifically in the CAN bus network system. Thus, we proposed an in-depth investigation of IDS found in the literature based on the following aspects: detection approaches, deployment strategies, attacking techniques, and finally technical challenges. In addition, we also categorized the anomaly-based IDS according to these methods, e.g., frequency-based, machine learning-based, statistical-based, and hybrid-based as part of our contributions. Correspondingly, this study will help to accelerate other researchers to pursue IDS research in the CAN bus system.
Key Findings
1
Anomaly-based IDS methods are categorized into frequency-based, machine-learning-based, statistical-based, and hybrid-based approaches.
2
Automotive CAN networks contain security vulnerabilities because their original design provided limited consideration for security.
3
It provides a comprehensive review of CAN-bus intrusion detection systems organized by detection approaches, deployment strategies, attack techniques, and technical challenges.
4
The review examines attacks targeting CAN bus communication and summarizes proposed security solutions for mitigating them.
5
The review identifies the lack of previously recorded comprehensive overviews of IDS implementation specifically for automotive CAN networks and aims to guide future research.
Research Object
automotive Controller Area Network (CAN) bus in-vehicle communication system
Research Subject
intrusion detection system (IDS) approaches, deployment strategies, attack detection techniques, and technical challenges for securing the CAN bus
Publication Details
Publication Date
2019-07-19
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