原文传递
Cyber-Physical System Intrusion: A Case Study of Automobile Identification Vulnerabilities and Automated Approaches for Intrusion Detection.
| 题名： | Cyber-Physical System Intrusion: A Case Study of Automobile Identification Vulnerabilities and Automated Approaches for Intrusion Detection. |
| 作者： | Crow, D. R. |
| 关键词： | Automobiles, Intrusion detection, Deep learning, Network protocols, Security, Reverse engineering, Models, Machine learning, Artificial intelligence, Denial of service attack, Case studies, Cyber-physical systems, Intrusion detection systems, Time series analysis, Empirical dynamic modeling, Can(controller area network), Can security |
| 摘要： | Today's vehicle manufacturers do not tend to publish proprietary packet formats for the CAN. This is a form of security through obscurity, but obfuscating the network in this way does not adequately hide the vehicle's unique signature. To prove this, we train two distinct deep learning models on data from 11 different vehicles. Our results indicate that one can determine which vehicle generated a given sample of CAN data. A sophisticated attacker who establishes a presence on an unknown vehicle can use similar techniques to identify the vehicle and better format attacks. To protect critical CPSs against attacks like those enabled by this vulnerability, system administrators often employ IDSs. One requires an understanding of the behavior and causality of the CPS to develop an IDS. This research explores two different time series analysis techniques, Granger causality and EDM, which may contribute to this understanding. Our findings indicate that Granger causality is not a suitable approach to IDS development but that EDM might be. We thus encourage further research into EDM applications to IDSs. |
| 报告类型： | 科技报告 |
相关文献
- IMPROVING SURVIVABILITY OF INTELLIGENT TRANSPORTATION SYSTEMS: APPLICATION-LEVEL INTRUSION DETECTION CASE STUDY.
- Physical-Layer Identification of Power Line Communications Using WS-DNA Fingerprinting.
- Experiments for Securing Air Traffic Against Cyber-Physical System Attacks.
- HyCIRCA: Formal Synthesis and Verification Techniques of Autonomous Cyber-Physical Systems.
- Cyber-Physical Systems Specification Mismatch and Safe Upgrades.
- A Study of the Requirements for a Heads-Up Display for Use in Motor Transportation in the United States Marine Corps
检索历史
应用推荐
