MKF-ADS: A Multi-Knowledge Fused Anomaly Detection System for Automotive

arXiv:2403.04293v1 Announce Type: cross
Abstract: With the requirements of Intelligent Transport Systems (ITSs) for extensive connectivity of Electronic Control Units (ECUs) to the outside world, safety and security have become stringent problems. Intrusion detection systems (IDSs) are a crucial safety component in remediating Controller Area Network (CAN) bus vulnerabilities. However, supervised-based IDSs fail to identify complexity attacks and anomaly-based IDSs have higher false alarms owing to capability bottleneck. In this paper, we propose a novel multi-knowledge fused anomaly detection model, …

ads anomaly detection area arxiv automotive bus can connectivity control controller controller area network cs.ai cs.cr detection idss intrusion intrusion detection knowledge network problems requirements safety security system systems transport vulnerabilities world