Evolutionary Algorithms for Design of Virtual Private Networks

被引:0
作者
Kotenko, Igor [1 ,2 ]
Saenko, Igor [1 ,2 ]
机构
[1] Russian Acad Sci, St Petersburg Inst Informat & Automat, 14 th Liniya,39, St Petersburg 199178, Russia
[2] ITMO Univ, 49 Kronverkskiy Prospekt, St Petersburg, Russia
来源
INTELLIGENT DISTRIBUTED COMPUTING XII | 2018年 / 798卷
关键词
Genetic algorithm; Differential evolution; Security; Virtual Private Network; Reliability; RESOURCE-MANAGEMENT; OPTIMIZATION;
D O I
10.1007/978-3-319-99626-4_25
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Virtual Private Networks (VPNs) is a most known technology to create the protected communication links via the Internet. The paper offers a new approach to solve the problem of VPN network design based on evolutionary algorithms (genetic and differential evolution). The joint accounting of network bandwidth, reliability and cost, which indices are calculated on the basis of the offered queuing theory models, is the feature of the considered problem. The experimental assessment of the suggested decisions shows that the evolutionary algorithms can improve the VPN network efficiency up to 40% in comparison with the standard variants of its creation. The comparative assessment of the suggested evolutionary algorithms shows higher convergence of the differential evolution algorithm.
引用
收藏
页码:287 / 297
页数:11
相关论文
共 25 条
  • [1] Altin A., 2004, ELECT NOTES DISCRETE, V17, P19
  • [2] [Anonymous], 2001, An Introduction to Genetic Algorithms. Complex Adaptive Systems
  • [3] [Anonymous], 2003, Genetic programming IV: routine human-competitive machine intelligence
  • [4] Binitha S, 2012, International journal of soft computing and engineering, V2, P137, DOI DOI 10.1007/S11269-015-0943-9
  • [5] Resource management with hoses: Point-to-cloud services for virtual private networks
    Duffield, NG
    Goyal, P
    Greenberg, A
    Mishra, P
    Ramakrishnan, KK
    van der Merwe, JE
    [J]. IEEE-ACM TRANSACTIONS ON NETWORKING, 2002, 10 (05) : 679 - 692
  • [6] Duffield NG, 1999, COMP COMM R, V29, P95, DOI 10.1145/316194.316209
  • [7] Eisenbrand F, 2005, LECT NOTES COMPUT SC, V3580, P1151
  • [8] Eisenbrand F, 2006, LECT NOTES COMPUT SC, V3998, P105, DOI 10.1007/11758471_13
  • [9] Goldberg DE., 1989, Genetic algorithms in search, optimization and machine learning
  • [10] A study on the design of survivable optical Virtual Private Networks (O-VPN)
    Haque, Anwar
    Ho, Pin-Han
    [J]. IEEE TRANSACTIONS ON RELIABILITY, 2006, 55 (03) : 516 - 524