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
Link To Document