• DocumentCode
    2571047
  • Title

    Using fuzzy cognitive map for evaluation of RFID-based reverse logistics services

  • Author

    Trappey, Amy J C ; Trappey, Charles V. ; Wu, Chang-Ru ; Hsu, Fu-Chiang

  • Author_Institution
    Dept. of Ind. Eng. & Manage., Nat. Taipei Univ. of Technol. Taipei, Taipei, Taiwan
  • fYear
    2009
  • fDate
    11-14 Oct. 2009
  • Firstpage
    1510
  • Lastpage
    1515
  • Abstract
    Reverse logistics research is used to analyze the processes associated with the flows of products, components and materials from end users to re-users in different industries. The products and components collected for reverse logistics are often widely dispersed, which complicates efforts to efficiently collect, reuse and reassemble used components for reprocessing and remanufacturing. Therefore, radio frequency identification (RFID) technology combined with the EPCglobal network architecture is applied to facilitate product and component data collection and data transmission. This research proposes a decision support model that integrates fuzzy cognitive maps trained using a genetic algorithm. The advantage of using fuzzy cognitive maps is that the model and the relationships among nodes (states) can be linguistically expressed both quantitatively and qualitatively. Furthermore, to diminish the subjective effects of the weights, the genetic algorithm is applied. The model and the information system integrate the EPCglobal network architecture with the RFID technology. Finally, a case concerning automobile repair reverse logistics is used to demonstrate the usefulness of the approach.
  • Keywords
    fuzzy set theory; genetic algorithms; recycling; reverse logistics; EPCglobal network architecture; RFID-based reverse logistics services; automobile repair reverse logistics; component data collection; data transmission; decision support model; fuzzy cognitive map; genetic algorithm; remanufacturing; reprocessing; Engineering management; Fuzzy cognitive maps; Genetic algorithms; Industrial engineering; Monitoring; Radiofrequency identification; Recycling; Reverse logistics; Supply chains; Technology management; EPCglobal network; fuzzy cognitive maps (FCMs); genetic algorithm; reverse logistics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics, 2009. SMC 2009. IEEE International Conference on
  • Conference_Location
    San Antonio, TX
  • ISSN
    1062-922X
  • Print_ISBN
    978-1-4244-2793-2
  • Electronic_ISBN
    1062-922X
  • Type

    conf

  • DOI
    10.1109/ICSMC.2009.5346268
  • Filename
    5346268