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Network intrusion detection using neural networks on FPGA SoCs
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Ioannou, Lenos and Fahmy, Suhaib A. (2019) Network intrusion detection using neural networks on FPGA SoCs. In: International Conference on Field-Programmable Logic and Applications, Barcelona, Spain, 9–13 Sep 2019. Published in: 2019 29th International Conference on Field Programmable Logic and Applications (FPL) ISBN 9781728148847. ISSN 1946-1488. doi:10.1109/FPL.2019.00043
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Official URL: http://doi.org/10.1109/FPL.2019.00043
Abstract
Network security is increasing in importance as systems become more interconnected. Much research has been conducted on large appliances for network security, but these do not scale well to lightweight systems such as those used in the Internet of Things (IoT). Meanwhile, the low power processors used in IoT devices do not have the required performance for detailed packet analysis. We present an approach for network intrusion detection using neural networks, implemented on FPGA SoC devices that can achieve the required performance on embedded devices. The design is flexible, allowing model updates in order to adapt to emerging attacks.
| Item Type: | Conference Item (Paper) | ||||||
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| Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software T Technology > TK Electrical engineering. Electronics Nuclear engineering |
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| Divisions: | Faculty of Science > Engineering | ||||||
| Library of Congress Subject Headings (LCSH): | Neural networks (Computer science), Artificial intelligence, Computer networks -- Security measures, Internet of things -- Security measures, Embedded computer systems | ||||||
| Journal or Publication Title: | 2019 29th International Conference on Field Programmable Logic and Applications (FPL) | ||||||
| Publisher: | IEEE | ||||||
| ISBN: | 9781728148847 | ||||||
| ISSN: | 1946-1488 | ||||||
| Official Date: | 7 November 2019 | ||||||
| Dates: |
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| Date of first compliant deposit: | 15 July 2019 | ||||||
| DOI: | 10.1109/FPL.2019.00043 | ||||||
| Status: | Peer Reviewed | ||||||
| Publication Status: | Published | ||||||
| Publisher Statement: | © 2019 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. | ||||||
| Access rights to Published version: | Restricted or Subscription Access | ||||||
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| Conference Paper Type: | Paper | ||||||
| Title of Event: | International Conference on Field-Programmable Logic and Applications | ||||||
| Type of Event: | Conference | ||||||
| Location of Event: | Barcelona, Spain | ||||||
| Date(s) of Event: | 9–13 Sep 2019 | ||||||
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