Detail publikačního výsledku

Evolutionary Design of Hash Functions for IPv6 Network Flow Hashing

GROCHOL, D.; SEKANINA, L.

Originální název

Evolutionary Design of Hash Functions for IPv6 Network Flow Hashing

Anglický název

Evolutionary Design of Hash Functions for IPv6 Network Flow Hashing

Druh

Stať ve sborníku v databázi WoS či Scopus

Originální abstrakt

Fast and high-quality network flow hashing is an essential operation in many high-speed network systems such as network monitoring probes. We propose a multi-objective evolutionary design method capable of evolving hash functions for IPv4 and IPv6 flow hashing. Our approach combines Cartesian genetic programming (CGP) with Non-dominated sorting genetic algorithm II (NSGA-II) and aims to optimize not only the quality of hashing, but also the execution time of the hash function. The evolved hash functions are evaluated on real data sets collected in computer network and compared against other evolved and conventionally created  hash functions.

Anglický abstrakt

Fast and high-quality network flow hashing is an essential operation in many high-speed network systems such as network monitoring probes. We propose a multi-objective evolutionary design method capable of evolving hash functions for IPv4 and IPv6 flow hashing. Our approach combines Cartesian genetic programming (CGP) with Non-dominated sorting genetic algorithm II (NSGA-II) and aims to optimize not only the quality of hashing, but also the execution time of the hash function. The evolved hash functions are evaluated on real data sets collected in computer network and compared against other evolved and conventionally created  hash functions.

Klíčová slova

Cartesian genetic programming, linear genetic programming, hash function, network flow, Internet protocol

Klíčová slova v angličtině

Cartesian genetic programming, linear genetic programming, hash function, network flow, Internet protocol

Autoři

GROCHOL, D.; SEKANINA, L.

Rok RIV

2021

Vydáno

03.09.2020

Nakladatel

IEEE Computational Intelligence Society

Místo

Los Alamitos

ISBN

978-1-7281-6929-3

Kniha

IEEE Congress on Evolutionary Computation

Strany od

1

Strany do

8

Strany počet

8

URL

https://www.fit.vut.cz/research/publication/12169/

BibTex

@inproceedings{BUT168244,
  author="David {Grochol} and Lukáš {Sekanina}",
  title="Evolutionary Design of Hash Functions for IPv6 Network Flow Hashing",
  booktitle="IEEE Congress on Evolutionary Computation",
  year="2020",
  pages="1--8",
  publisher="IEEE Computational Intelligence Society",
  address="Los Alamitos",
  doi="10.1109/CEC48606.2020.9185723",
  isbn="978-1-7281-6929-3",
  url="https://www.fit.vut.cz/research/publication/12169/"
}

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