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Informatsionnye Tekhnologii i Vychslitel'nye Sistemy, 2015, Issue 1, Pages 33–46 (Mi itvs179)  

COMPUTING SYSTEMS

Using genetic optimization and visual analysis tools for access schema design in virtual local area networks

I. B. Saenko, I. V. Kotenko

St. Petersburg Institute for Informatics and Automation of RAS
Abstract: The paper considers an approach to the design of a virtual local area network (VLAN) based on software tools for genetic optimization and visual analysis of VLAN access schema. Authors describe a formal statement of the problem of VLAN scheme optimization, which solution can improve the reliability and security of operation of corporate computer networks. The paper shows that the problem considered is related to one of the forms of Boolean Matrix Factorization and that it is NP-complete. A number of improvements were implemented in the proposed genetic algorithm, concerning the formation of initial population, kind of the fitness function, coding chromosomes, and operation of crossing and mutation. Developed software tools implement the genetic algorithm, create a visual representation of the solving problem progress and provide the assessment of the problem solution. Experimental results show high effectiveness of the proposed genetic algorithm.
Keywords: virtual local area network, Boolean matrix factorization, genetic algorithm, visual analysis.
Funding agency Grant number
Russian Academy of Sciences - Federal Agency for Scientific Organizations
Russian Foundation for Basic Research 13-01-00843
14-07-00697
14-07-00417
15-07-07451
Document Type: Article
Language: Russian
Citation: I. B. Saenko, I. V. Kotenko, “Using genetic optimization and visual analysis tools for access schema design in virtual local area networks”, Informatsionnye Tekhnologii i Vychslitel'nye Sistemy, 2015, no. 1, 33–46
Citation in format AMSBIB
\Bibitem{SaeKot15}
\by I.~B.~Saenko, I.~V.~Kotenko
\paper Using genetic optimization and visual analysis tools for access schema design in virtual local area networks
\jour Informatsionnye Tekhnologii i Vychslitel'nye Sistemy
\yr 2015
\issue 1
\pages 33--46
\mathnet{http://mi.mathnet.ru/itvs179}
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