Skip to main content
Erschienen in: Peer-to-Peer Networking and Applications 2/2019

13.10.2017

Virtual network embedding based on modified genetic algorithm

verfasst von: Peiying Zhang, Haipeng Yao, Maozhen Li, Yunjie Liu

Erschienen in: Peer-to-Peer Networking and Applications | Ausgabe 2/2019

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

To fend off the ossification of Internet architecture, virtual network embedding has been propounded as one of the most important techniques to address this issue. Virtual network embedding is a process that consists of two stages including node mapping stage and link mapping stage, the aim of node mapping stage is to map the virtual nodes from virtual network requests (VNRs) onto the substrate nodes meanwhile satisfying the CPU capacity constraints on nodes, the goal of link mapping stage is to map the virtual links from VNRs onto the substrate paths while satisfying the bandwidth resource constraints on links. This paper proposed a virtual network embedding algorithm based on modified genetic algorithm, improved the classical genetic algorithm from three aspects: population initialization strategy, improved mutation operation and improvement operation, took advantage of the selection operation, crossover operation, mutation operation, feasibility checking operation, and utilized the fitness function to choose the best chromosome. Simulation results indicated that our proposed method has significantly increased the acceptance ratio of VNRs and the long-term average revenue of Infrastructures (InPs) compared with other two state-of-the-art algorithms.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Yu M, Yi Y, Rexford J, Chiang M (2008) Rethinking virtual network embedding: substrate support for path splitting and migration. Acm Sigcomm Computer Communication Review 38(2):17–29CrossRef Yu M, Yi Y, Rexford J, Chiang M (2008) Rethinking virtual network embedding: substrate support for path splitting and migration. Acm Sigcomm Computer Communication Review 38(2):17–29CrossRef
2.
Zurück zum Zitat Cheng X, Su S, Zhang Z, Wang H, Yang F, Luo Y, Wang J (2011) Virtual network embedding through topology-aware node ranking. Acm Sigcomm Computer Communication Review 41(2):38–47CrossRef Cheng X, Su S, Zhang Z, Wang H, Yang F, Luo Y, Wang J (2011) Virtual network embedding through topology-aware node ranking. Acm Sigcomm Computer Communication Review 41(2):38–47CrossRef
3.
Zurück zum Zitat Peng L (2015) Virtual network embedding based on breadth-first search. Sichuan Daxue Xuebao 47(2):117–122 Peng L (2015) Virtual network embedding based on breadth-first search. Sichuan Daxue Xuebao 47(2):117–122
4.
Zurück zum Zitat Dong Z, Long G (2014) Virtual network embedding through locality-aware topological potential and influence node ranking. Chin J Electron 23(1):61–64 Dong Z, Long G (2014) Virtual network embedding through locality-aware topological potential and influence node ranking. Chin J Electron 23(1):61–64
5.
Zurück zum Zitat Cheng X, Zhang Z, Su S (2011) Virtual network embedding based on particle swarm optimization. ACTA ELECTRONICA SINCA 39(10):2240–2244 Cheng X, Zhang Z, Su S (2011) Virtual network embedding based on particle swarm optimization. ACTA ELECTRONICA SINCA 39(10):2240–2244
6.
Zurück zum Zitat Liu J, Song T, Hu Y (2016) Research on virtual network mapping based on mixed genetic algorithm. Journal of Chinese Computer Systems 37(4):773–777 Liu J, Song T, Hu Y (2016) Research on virtual network mapping based on mixed genetic algorithm. Journal of Chinese Computer Systems 37(4):773–777
7.
Zurück zum Zitat Lu J, Turner J (2006) Efficient mapping of virtual networks onto a shared substrate, Washington University in St Louis Lu J, Turner J (2006) Efficient mapping of virtual networks onto a shared substrate, Washington University in St Louis
8.
Zurück zum Zitat Zhu Y, Ammar M (2007) Algorithms for assigning substrate network resources to virtual network components, in INFOCOM 2006. In: IEEE International Conference on Computer Communications. Proceedings, pp 1–12 Zhu Y, Ammar M (2007) Algorithms for assigning substrate network resources to virtual network components, in INFOCOM 2006. In: IEEE International Conference on Computer Communications. Proceedings, pp 1–12
9.
Zurück zum Zitat Haider A, Potter R, Nakao A (2009) Challenges in resource allocation in network virtualization, Itc Specialist Seminar Haider A, Potter R, Nakao A (2009) Challenges in resource allocation in network virtualization, Itc Specialist Seminar
10.
Zurück zum Zitat Zhang Z, Cheng X, Su S, Wang Y, Shuang K, Luo Y (2013) A unified enhanced particle swarm optimization based virtual network embedding algorithm. Int J Commun Syst 26(8):1054–1073CrossRef Zhang Z, Cheng X, Su S, Wang Y, Shuang K, Luo Y (2013) A unified enhanced particle swarm optimization based virtual network embedding algorithm. Int J Commun Syst 26(8):1054–1073CrossRef
11.
Zurück zum Zitat Wang L, Qu H, Zhao J, Guo Y (2014) Virtual network embedding with discrete particle swarm optimisation. Electron Lett 50(4):285–286CrossRef Wang L, Qu H, Zhao J, Guo Y (2014) Virtual network embedding with discrete particle swarm optimisation. Electron Lett 50(4):285–286CrossRef
12.
Zurück zum Zitat Fajjari I, Aitsaadi N, Pujolle G, Zimmermann H (2012) Vne-ac: Virtual network embedding algorithm based on ant colony metaheuristic. In: IEEE international conference on communications, pp 1–6 Fajjari I, Aitsaadi N, Pujolle G, Zimmermann H (2012) Vne-ac: Virtual network embedding algorithm based on ant colony metaheuristic. In: IEEE international conference on communications, pp 1–6
13.
Zurück zum Zitat Guan X, Wan X, Choi BY, Song S (2015). In: IEEE international conference on cloud NETWORKING, pp 273–278 Guan X, Wan X, Choi BY, Song S (2015). In: IEEE international conference on cloud NETWORKING, pp 273–278
14.
Zurück zum Zitat Zhu F, Wang H (2014) A modified ant colony optimization algorithm for virtual network embedding. J Chem Pharm Res 123(4):68–78MathSciNet Zhu F, Wang H (2014) A modified ant colony optimization algorithm for virtual network embedding. J Chem Pharm Res 123(4):68–78MathSciNet
15.
Zurück zum Zitat Mi X, Chang X, Liu J, Sun L, Xing B (2012) Embedding virtual infrastructure based on genetic algorithm. In: International conference on parallel and distributed computing, applications and technologies, pp 239–244 Mi X, Chang X, Liu J, Sun L, Xing B (2012) Embedding virtual infrastructure based on genetic algorithm. In: International conference on parallel and distributed computing, applications and technologies, pp 239–244
16.
Zurück zum Zitat Inf J, Raidl G (2016) A memetic algorithm for the virtual network mapping problem. J Heuristics 22 (4):475–505CrossRef Inf J, Raidl G (2016) A memetic algorithm for the virtual network mapping problem. J Heuristics 22 (4):475–505CrossRef
17.
Zurück zum Zitat Pathak I, Vidyarthi DP (2017) A model for virtual network embedding across multiple infrastructure providers using genetic algorithm. Sciece China Information Sciences 60(4): 040308CrossRef Pathak I, Vidyarthi DP (2017) A model for virtual network embedding across multiple infrastructure providers using genetic algorithm. Sciece China Information Sciences 60(4): 040308CrossRef
18.
Zurück zum Zitat Chowdhury M, Rahman M, Boutaba R (2012) Vineyard: Virtual network embedding algorithms with coordinated node and link mapping. IEEE/ACM Trans Networking 20(1):206–219CrossRef Chowdhury M, Rahman M, Boutaba R (2012) Vineyard: Virtual network embedding algorithms with coordinated node and link mapping. IEEE/ACM Trans Networking 20(1):206–219CrossRef
Metadaten
Titel
Virtual network embedding based on modified genetic algorithm
verfasst von
Peiying Zhang
Haipeng Yao
Maozhen Li
Yunjie Liu
Publikationsdatum
13.10.2017
Verlag
Springer US
Erschienen in
Peer-to-Peer Networking and Applications / Ausgabe 2/2019
Print ISSN: 1936-6442
Elektronische ISSN: 1936-6450
DOI
https://doi.org/10.1007/s12083-017-0609-x

Weitere Artikel der Ausgabe 2/2019

Peer-to-Peer Networking and Applications 2/2019 Zur Ausgabe