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Neural network based partial tomography for in-vehicle network monitoring
conference contribution
posted on 2023-06-09, 23:30 authored by Amani Mohammad A IbraheemAmani Mohammad A Ibraheem, Zhengguo ShengZhengguo Sheng, George ParisisGeorge Parisis, Daxin TianIn-vehicle network monitoring is one of the important elements in vehicular network management and security. Most of the existing network monitoring approaches rely on measuring every part of the network. Such approaches overburden the network by transmitting active probes. In this work, we propose a new in-vehicle network monitoring approach that benefits from network tomography and the advances in deep learning to infer the network delay performance. Specifically, the available measurements can be used to estimate the performance of the remaining network where direct measurements cannot be applied. Performance evaluation has been conducted using in-vehicle network simulation with different TSN (Time-Sensitive Network) traffics and the proposed monitoring approach shows the delay estimation accuracy of up to 99%.
History
Publication status
- Published
File Version
- Accepted version
Journal
2021 IEEE International Conference on Communications Workshops (ICC Workshops)ISSN
2164-7038Publisher
IEEEPage range
1-6Event name
IEEE International Communications Conference (ICC)Event location
OnlineEvent type
conferenceEvent date
14-23 June 2021Place of publication
Montreal, QC, CanadaISBN
9781728194424Department affiliated with
- Engineering and Design Publications
Notes
© 2021 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 worksFull text available
- Yes
Peer reviewed?
- Yes
Legacy Posted Date
2021-04-08First Open Access (FOA) Date
2021-04-08First Compliant Deposit (FCD) Date
2021-04-08Usage metrics
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