• DocumentCode
    3773737
  • Title

    Packing equal disks in a unit square: an immunological optimization approach

  • Author

    Giovanni Stracquadanio;Ornella Greco;Piero Conca;Vincenzo Cutello;Mario Pavone;Giuseppe Nicosia

  • Author_Institution
    Nuffield Department of Clinical Medicine, University of Oxford, OX3 9DU, Oxford, UK
  • fYear
    2015
  • fDate
    7/1/2015 12:00:00 AM
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    Packing equal disks in a unit square is a classical geometrical problem which arises in many industrial and scientific fields. Finding optimal solutions has been proved to be NP-hard, therefore, only local optimal solutions can be identified. We tackle this problem by means of the optimization Immune Algorithm (optIA), which has been proved to be among the best derivative-free optimization algorithms. In particular, OPTIA is used to pack up to 150 disks in a unit square. Experimental results show that the immune algorithm is able to locate the putative global optimum for all the instances. Moreover, a comparison with the Covariance Matrix Adaptation Evolution Strategy (CMA-ES) shows that OPTIA is more robust.
  • Keywords
    "Immune system","Optimization","Sociology","Cloning","Aging","Covariance matrices"
  • Publisher
    ieee
  • Conference_Titel
    Artificial Immune Systems (AIS), 2015 International Workshop on
  • Type

    conf

  • DOI
    10.1109/AISW.2015.7469239
  • Filename
    7469239