• DocumentCode
    3506751
  • Title

    The Impact of Forecasting with Kalman Filter on the Bullwhip Effect

  • Author

    Sima, Kefei ; Zhang, Yidan ; Ying, Mingyou ; Chen, Jingxian

  • Author_Institution
    Sch. of Glorious Sun Bus. & Manage., Donghua Univ., Shanghai
  • fYear
    2007
  • fDate
    21-25 Sept. 2007
  • Firstpage
    4698
  • Lastpage
    4701
  • Abstract
    The distortion of demand information is the source of bullwhip effect. It is caused by demand forecast bias. Furthermore it is enhanced by the improper inventory management policy. Combining with causality analysis, Kalman filter can forecast demand under a non-stationary demand process. The paper focuses on the mechanism of bullwhip effect produced, and gives the infimum for bullwhip effect coefficient expression using Kalman filter forecast with respect to different lengths of lead times. Finally, we draw a conclusion that the bullwhip effect is not necessarily produced via Kalman filter forecast in the case of L les 2.
  • Keywords
    Kalman filters; forecasting theory; inventory management; supply chain management; Kalman filter; bullwhip effect; demand forecasting; demand information distortion; inventory management policy; supply chain management; Demand forecasting; Inventory management; Marketing and sales; Predictive models; Smoothing methods; Sun; Supply chain management; Uncertainty;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Wireless Communications, Networking and Mobile Computing, 2007. WiCom 2007. International Conference on
  • Conference_Location
    Shanghai
  • Print_ISBN
    978-1-4244-1311-9
  • Type

    conf

  • DOI
    10.1109/WICOM.2007.1154
  • Filename
    4340929