• DocumentCode
    2248969
  • Title

    Fuzzy linear assignment problem: an approach to vehicle fleet deployment

  • Author

    Ngo, Minh Ngoc ; Seow, Kiam Tian ; Wong, Kok Wai

  • Author_Institution
    Sch. of Comput. Eng., Nanyang Technol. Univ., Singapore
  • Volume
    2
  • fYear
    2004
  • fDate
    25-29 July 2004
  • Firstpage
    1197
  • Abstract
    This paper proposes and examines a new approach using fuzzy logic to vehicle fleet deployment. Fleet deployment is viewed as a fuzzy linear assignment problem. It assigns each travel request to an available service vehicle through solving a linear assignment matrix of defuzzied cost entries. Each cost entry indicates the cost value of a travel request that "fuzzily aggregates" multiple criteria in simple rules incorporating human dispatching expertise. The approach is examined via extensive simulations anchored in a representative scenario of taxi deployment, and compared to the conventional case of using only distances (each from the taxi position to the source point and finally destination point of a travel request) as cost entries. Discussion in the context of related work examines the performance and practicality of the proposed approach.
  • Keywords
    fuzzy logic; fuzzy set theory; matrix algebra; road vehicles; transportation; defuzzified cost entry; fuzzy aggregation; fuzzy linear assignment problem; fuzzy logic; linear assignment matrix; multiple criteria vehicle fleet deployment; service vehicle; taxi deployment; Automotive engineering; Computational modeling; Context modeling; Cost function; Dispatching; Fuzzy logic; Heart; Humans; Operations research; Vehicles;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems, 2004. Proceedings. 2004 IEEE International Conference on
  • ISSN
    1098-7584
  • Print_ISBN
    0-7803-8353-2
  • Type

    conf

  • DOI
    10.1109/FUZZY.2004.1375583
  • Filename
    1375583