• DocumentCode
    2357891
  • Title

    Effective heuristics to solve pickup and delivery problems with time windows

  • Author

    Tam, Vincent ; Tseng, Lois C Y

  • Author_Institution
    Dept. of EEE, Hong Kong Univ., China
  • fYear
    2003
  • fDate
    3-5 Nov. 2003
  • Firstpage
    184
  • Lastpage
    188
  • Abstract
    Pickup and delivery problem with time windows (PDP-TW) is a challenging scheduling problem for which each delivery is coupled with a pickup request. Metaheuristic search techniques like the tabu search have been used to solve PDP-TW. In this paper, we investigated a min-conflicts based micro-genetic algorithm combining some interesting construction heuristic, namely the Align-Fold or Boomerang, and repair heuristics including a new swap operator and a modified billiard operator to effectively solve PDD-TW. Our results compared favorably against those of a tabu-embedded metaheuristic search on a set of modified Solomon´s test cases. More importantly, our proposed heuristics can easily be integrated into many search schemes for solving other complex scheduling problems.
  • Keywords
    genetic algorithms; heuristic programming; planning (artificial intelligence); scheduling; search problems; transportation; Align-Fold or Boomerang; construction heuristic; delivery problem; heuristic algorithm; metaheuristic search; microgenetic algorithm; min-conflicts based microgenetic algorithm; modified Solomon test cases; modified billiard operator; pickup problem; pickup request; repair heuristic; repair heuristics; scheduling problem; swap operator; time windows; vehicle routing problem; Artificial intelligence; Costs; Genetic algorithms; Logistics; Operations research; Routing; Search methods; Testing; Time factors; Vehicles;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Tools with Artificial Intelligence, 2003. Proceedings. 15th IEEE International Conference on
  • ISSN
    1082-3409
  • Print_ISBN
    0-7695-2038-3
  • Type

    conf

  • DOI
    10.1109/TAI.2003.1250188
  • Filename
    1250188