IDEAS home Printed from https://ideas.repec.org/a/spr/jcomop/v33y2017i2d10.1007_s10878-016-0002-3.html
   My bibliography  Save this article

Genetic algorithm and tabu search algorithm for solving the static manycast RWA problem in optical networks

Author

Listed:
  • Amiyne Zakouni

    (Hunan University)

  • Jiawei Luo

    (Hunan University)

  • Fouad Kharroubi

    (Yichun University)

Abstract

The static routing and wavelength assignment (RWA) problem in Optical Networks is a combinatorial optimization problem fit to iterative search methods. In this paper we deal with the static manycast RWA problem in optical networks and solve it by maximizing the number of manycast request established for a given number of wavelengths. In this article, we implement and compare the performance of two metaheuristics namely the GA “Genetic Algorithm” and the TSA “Tabu Search Algorithm”. The proposed algorithms solve, approximately, the wavelength assignment problem and a backtracking approach is used to solve the routing problem. We first introduce our algorithms. We then evaluate and compare their performance. We corroborate our theoretical findings through extensive simulations. Representative empirical results show the accuracy of our GA and TSA.

Suggested Citation

  • Amiyne Zakouni & Jiawei Luo & Fouad Kharroubi, 2017. "Genetic algorithm and tabu search algorithm for solving the static manycast RWA problem in optical networks," Journal of Combinatorial Optimization, Springer, vol. 33(2), pages 726-741, February.
    • Handle: RePEc:spr:jcomop:v:33:y:2017:i:2:d:10.1007_s10878-016-0002-3
    DOI: 10.1007/s10878-016-0002-3
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10878-016-0002-3
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.
    File URL: https://libkey.io/10.1007/s10878-016-0002-3?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Yuan Cao & Oliver Yu, 2006. "Optimization of loss-balanced multicast in all-optical WDM networks," Journal of Combinatorial Optimization, Springer, vol. 12(1), pages 71-82, September.
    2. Skorin-Kapov, Nina, 2007. "Routing and wavelength assignment in optical networks using bin packing based algorithms," European Journal of Operational Research, Elsevier, vol. 177(2), pages 1167-1179, March.
    3. Carlos A.S. Oliveira & Panos M. Pardalos, 2011. "Mathematical Aspects of Network Routing Optimization," Springer Optimization and Its Applications, Springer, number 978-1-4614-0311-1, September.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Belgacem, Lucile & Charon, Irène & Hudry, Olivier, 2014. "A post-optimization method for the routing and wavelength assignment problem applied to scheduled lightpath demands," European Journal of Operational Research, Elsevier, vol. 232(2), pages 298-306.
    2. Julliany S. Brandão & Thiago F. Noronha & Celso C. Ribeiro, 2016. "A biased random-key genetic algorithm to maximize the number of accepted lightpaths in WDM optical networks," Journal of Global Optimization, Springer, vol. 65(4), pages 813-835, August.
    3. Xinyun Wu & Shengfeng Yan & Xin Wan & Zhipeng Lü, 2016. "Multi-neighborhood based iterated tabu search for routing and wavelength assignment problem," Journal of Combinatorial Optimization, Springer, vol. 32(2), pages 445-468, August.
    4. M. A. Raayatpanah & P. M. Pardalos, 2018. "Reliability evaluation of a multicast over coded packet networks," Journal of Combinatorial Optimization, Springer, vol. 35(3), pages 921-940, April.
    5. Mauricio Resende, 2012. "Biased random-key genetic algorithms with applications in telecommunications," TOP: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 20(1), pages 130-153, April.
    6. Thiago Noronha & Mauricio Resende & Celso Ribeiro, 2011. "A biased random-key genetic algorithm for routing and wavelength assignment," Journal of Global Optimization, Springer, vol. 50(3), pages 503-518, July.
    7. Fabrizio Altarelli & Alfredo Braunstein & Luca Dall’Asta & Caterina De Bacco & Silvio Franz, 2015. "The Edge-Disjoint Path Problem on Random Graphs by Message-Passing," PLOS ONE, Public Library of Science, vol. 10(12), pages 1-18, December.
    8. Christophe Duhamel & Philippe Mahey & Alexandre X. Martins & Rodney R. Saldanha & Mauricio C. Souza, 2016. "Model-hierarchical column generation and heuristic for the routing and wavelength assignment problem," 4OR, Springer, vol. 14(2), pages 201-220, June.
    9. M. A. Raayatpanah & H. Salehi Fathabadi & H. Bahramgiri & P. M. Pardalos, 2015. "Optimal-constrained multicast sub-graph over coded packet networks," Journal of Combinatorial Optimization, Springer, vol. 29(4), pages 723-738, May.
    10. Skorin-Kapov, Nina & Furdek, Marija & Aparicio Pardo, Ramon & Mariño, Pablo Pavón, 2012. "Wavelength assignment for reducing in-band crosstalk attack propagation in optical networks: ILP formulations and heuristic algorithms," European Journal of Operational Research, Elsevier, vol. 222(3), pages 418-429.
    11. Pedrola, Oscar & Careglio, Davide & Klinkowski, Miroslaw & Velasco, Luis & Bergman, Keren & Solé-Pareta, Josep, 2013. "Metaheuristic hybridizations for the regenerator placement and dimensioning problem in sub-wavelength switching optical networks," European Journal of Operational Research, Elsevier, vol. 224(3), pages 614-624.
    12. Fouad Kharroubi & Jing He & Jin Tang & Ming Chen & Lin Chen, 2015. "Evaluation performance of genetic algorithm and tabu search algorithm for solving the Max-RWA problem in all-optical networks," Journal of Combinatorial Optimization, Springer, vol. 30(4), pages 1042-1061, November.
    13. Bruno Q. Pinto & Celso C. Ribeiro & Isabel Rosseti & Thiago F. Noronha, 2020. "A biased random-key genetic algorithm for routing and wavelength assignment under a sliding scheduled traffic model," Journal of Global Optimization, Springer, vol. 77(4), pages 949-973, August.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:jcomop:v:33:y:2017:i:2:d:10.1007_s10878-016-0002-3. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.