@inproceedings{2b435d599cd345c78436d3850aac1e93,
title = "DeepVCM: A Deep Learning Based Intrusion Detection Method in VANET",
abstract = "With the rapid development in smart vehicles, the security and privacy issues of the Vehicular Ad-hoc Network (VANET) have drawn significant attention. Devices in an On-Board Unit (OBU) access to the internet through the Vehicular Communication Module (VCM), hence a real-time and accurate intrusion detection method is favored to be applied in VCM. In this paper, we present a Deep Learning (DL) based end-to-end intrusion detection method to automatically detect malware traffic for OBUs. Different from previous intrusion detection methods, our proposed method only requires raw traffic instead of private information features extracted by the human. The performance is compared with previous methods on a public dataset and a simulated real-life VANET dataset. Experimental results show that our method can attain a higher performance with a lower resources requirement.",
keywords = "Deep Learning, Intrusion Detection, OBU, VANET, VCM",
author = "Yi Zeng and Meikang Qiu and Dan Zhu and Zhihao Xue and Jian Xiong and Meiqin Liu",
note = "Publisher Copyright: {\textcopyright} 2019 IEEE.; 5th IEEE International Conference on Big Data Security on Cloud, 5th IEEE International Conference on High Performance and Smart Computing and 4th IEEE International Conference on Intelligent Data and Security, BigDataSecurity/HPSC/IDS 2019 ; Conference date: 27-05-2019 Through 29-05-2019",
year = "2019",
month = may,
doi = "10.1109/BigDataSecurity-HPSC-IDS.2019.00060",
language = "英语",
series = "Proceedings - 5th IEEE International Conference on Big Data Security on Cloud, BigDataSecurity 2019, 5th IEEE International Conference on High Performance and Smart Computing, HPSC 2019 and 4th IEEE International Conference on Intelligent Data and Security, IDS 2019",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "288--293",
booktitle = "Proceedings - 5th IEEE International Conference on Big Data Security on Cloud, BigDataSecurity 2019, 5th IEEE International Conference on High Performance and Smart Computing, HPSC 2019 and 4th IEEE International Conference on Intelligent Data and Security, IDS 2019",
}