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GROCHOL, D. SEKANINA, L. KOŘENEK, J. ŽÁDNÍK, M. KOŠAŘ, V.
Originální název
Evolutionary Circuit Design for Fast FPGA-Based Classification of Network Application Protocols
Typ
článek v časopise ve Web of Science, Jimp
Jazyk
angličtina
Originální abstrakt
The evolutionary design can produce fast and efficient implementations of digital circuits. It is shown in this paper how evolved circuits, optimized for the latency and area, can increase the throughput of a manually designed classifier of application protocols. The classifier is intended for high speed networks operating at 100 Gbps. Because a very low latency is the main design constraint, the classifier is constructed as a combinational circuit in a field programmable gate array (FPGA). The classification is performed using the first packet carrying the application payload. The improvements in latency (and area) obtained by Cartesian genetic programming are validated using a professional FPGA design tool. The quality of classification is evaluated by means of real network data. All results are compared with commonly used classifiers based on regular expressions describing application protocols.
Klíčová slova
Application protocol, Classifier, Cartesian genetic programming, Field programmable gate array
Autoři
GROCHOL, D.; SEKANINA, L.; KOŘENEK, J.; ŽÁDNÍK, M.; KOŠAŘ, V.
Vydáno
1. 1. 2016
ISSN
1568-4946
Periodikum
APPLIED SOFT COMPUTING
Ročník
38
Číslo
1
Stát
Nizozemsko
Strany od
933
Strany do
941
Strany počet
9
URL
https://www.fit.vut.cz/research/publication/10900/
BibTex
@article{BUT130909, author="David {Grochol} and Lukáš {Sekanina} and Jan {Kořenek} and Martin {Žádník} and Vlastimil {Košař}", title="Evolutionary Circuit Design for Fast FPGA-Based Classification of Network Application Protocols", journal="APPLIED SOFT COMPUTING", year="2016", volume="38", number="1", pages="933--941", doi="10.1016/j.asoc.2015.09.046", issn="1568-4946", url="https://www.fit.vut.cz/research/publication/10900/" }