• DocumentCode
    1326641
  • Title

    Edge Orientation and the Design of Problem-Specific Crossover Operators for the OCST Problem

  • Author

    Steitz, Wolfgang ; Rothlauf, Franz

  • Author_Institution
    Dept. of Inf. Syst. & Bus. Adm., Univ. of Mainz, Mainz, Germany
  • Volume
    16
  • Issue
    1
  • fYear
    2012
  • Firstpage
    108
  • Lastpage
    116
  • Abstract
    In the Euclidean optimal communication spanning tree problem, the edges in optimal trees not only have small weights but also point with high probability toward the center of the graph. These characteristics of optimal solutions can be used for the design of problem-specific evolutionary algorithms (EAs). Recombination operators of direct encodings like edge-set and NetDir can be extended such that they prefer not only edges with small distance weights but also edges that point toward the center of the graph. Experimental results show higher performance and robustness in comparison to EAs using existing crossover strategies.
  • Keywords
    evolutionary computation; mathematical operators; trees (mathematics); OCST; distance weights; edge orientation; evolutionary algorithms; graph theory; optimal communication spanning tree; problem specific crossover operators; Approximation algorithms; Approximation methods; Encoding; Evolutionary computation; Genetic algorithms; Joining processes; Optimization methods; Edge-set; NetDir; optimal communications spanning tree problem; problem analysis; systematic design;
  • fLanguage
    English
  • Journal_Title
    Evolutionary Computation, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1089-778X
  • Type

    jour

  • DOI
    10.1109/TEVC.2010.2093580
  • Filename
    6025280