IEEE_ICC_2022.pdf (377.4 kB)
An edge-based smart network monitoring system for the Internet of Vehicles
conference contribution
posted on 2023-06-10, 02:23 authored by Naercio Magaia, Pedro Ferreira, Paulo Rogerio PereiraThe Internet of Vehicles (IoV) is the future of transportation. It will be present everywhere and will have a huge impact on our lives. However, there are plenty of aspects to consider while studying these networks, such as data dissemination, cybersecurity threats and vulnerabilities. For an IoV to work efficiently, data needs to spread through it efficiently. However, the dynamics of vehicular environments due to frequent node mobility and nodes' misbehavior poses many challenges to efficient data dissemination. Therefore, a deep learning-based monitoring system that is capable of detecting anomalies in the network and identifying known misbehavior is proposed. Performance evaluation shows that the monitoring system can identify well-known attacks with a very high success rate. Besides, the algorithm is also capable of detecting other types of misbehavior without labeling them.
History
Publication status
- Published
File Version
- Accepted version
Journal
IEEE International Conference on Communications (ICC)ISSN
1938-1883Publisher
IEEEExternal DOI
Event name
IEEE International Conference on Communications 2022Event location
Seoul, South KoreaEvent type
conferenceEvent date
16–20 May 2022ISBN
9781538683477Department affiliated with
- Informatics Publications
Research groups affiliated with
- Foundations of Software Systems Publications
Notes
© 2022 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.Full text available
- Yes
Peer reviewed?
- Yes
Legacy Posted Date
2022-01-20First Open Access (FOA) Date
2022-01-20First Compliant Deposit (FCD) Date
2022-01-19Usage metrics
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