TY - JOUR
T1 - Forecasting service parts demand for a discontinued product
AU - Hong, Jung Sik
AU - Koo, Hoon Young
AU - Lee, Chin Seung
AU - Ahn, Jaekyoung
PY - 2008/7
Y1 - 2008/7
N2 - Stochastic demand forecasting methods for service parts of a discontinued product are proposed. The identified four major factors are the number of product sales, the discard rate of the product, the failure rate of the service part, and the replacement probability of the failed part. During a given period, typically a year, the number of failed service parts is estimated using the first three factors, and then the demand for those service parts is obtained with the use of the last factor. A stochastic model is derived to estimate the demand in a certain prediction interval, and the closed-form solutions in the case of a constant failure rate are provided. An approximate model is proposed to render actual computation possible when the part failure time is not distributed exponentially. Numerical data from the automotive industry are used to validate the model.
AB - Stochastic demand forecasting methods for service parts of a discontinued product are proposed. The identified four major factors are the number of product sales, the discard rate of the product, the failure rate of the service part, and the replacement probability of the failed part. During a given period, typically a year, the number of failed service parts is estimated using the first three factors, and then the demand for those service parts is obtained with the use of the last factor. A stochastic model is derived to estimate the demand in a certain prediction interval, and the closed-form solutions in the case of a constant failure rate are provided. An approximate model is proposed to render actual computation possible when the part failure time is not distributed exponentially. Numerical data from the automotive industry are used to validate the model.
KW - Discontinued product
KW - Forecasting
KW - Service parts
KW - Stochastic model
UR - https://www.scopus.com/pages/publications/43149112343
U2 - 10.1080/07408170701745337
DO - 10.1080/07408170701745337
M3 - Article
AN - SCOPUS:43149112343
SN - 0740-817X
VL - 40
SP - 640
EP - 649
JO - IIE Transactions (Institute of Industrial Engineers)
JF - IIE Transactions (Institute of Industrial Engineers)
IS - 7
ER -