• DocumentCode
    185225
  • Title

    Precedence constraints treatment in ant colony optimization

  • Author

    Serbencu, Adrian E. ; Minzu, Viorel ; Serbencu, Adriana

  • Author_Institution
    Dept. of Autom. Control & Electr. Eng., Dunarea de Jos Univ. of Galati, Galati, Romania
  • fYear
    2014
  • fDate
    17-19 Oct. 2014
  • Firstpage
    87
  • Lastpage
    92
  • Abstract
    When Ant System algorithm is used to solve combinatorial optimization problems with precedence constraints, the computation of components list that can be used to extend the current partial solution is time consuming. For every component, the algorithm tests if the precedence constraints are met. In this work, a treatment list of components is proposed, aiming to avoid the test of precedence constraints for every component and for every ant. The list is not a fixed sequence of components, but it is equivalent to a total order between predefined groups of components. Search biases can appear and some solutions are proposed. The use of this technique is exemplified by an Ant Colony Optimization algorithm for the Tasks to Workstations Assignment(TWA) problem. The effectiveness of the proposed approach is validated by computational tests.
  • Keywords
    ant colony optimisation; combinatorial mathematics; scheduling; task analysis; TWA problem; ant colony optimization; ant system algorithm; combinatorial optimization; precedence constraints treatment; tasks to workstations assignment; Ant colony optimization; Heuristic algorithms; Job shop scheduling; Mathematical model; Optimization; Single machine scheduling; Workstations;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    System Theory, Control and Computing (ICSTCC), 2014 18th International Conference
  • Conference_Location
    Sinaia
  • Type

    conf

  • DOI
    10.1109/ICSTCC.2014.6982396
  • Filename
    6982396