4.6 Article

Inventory control with a modified Croston procedure and Erlang distribution

Journal

INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS
Volume 90, Issue 3, Pages 361-367

Publisher

ELSEVIER SCIENCE BV
DOI: 10.1016/S0925-5273(03)00053-7

Keywords

forecasting; inventory; intermittent demand; Erlang distribution; Croston

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This paper considers an inventory control system, primarily for a finished goods inventory. The purpose is to create a procedure that can handle both fast-moving items with regular demand and slow-moving items. The suggested procedure should be easy to implement in a modern computerized ERP-system. Essentially, the system is a periodic review system built around a Croston forecasting procedure. An Erlang distribution is fitted to the observed data using the mean and variance of the forecasted demand rate. According to probabilities for stock shortages, derived from the probability distribution, the system decides if it is time to place a new order or not. The Croston forecasting method is theoretically more accurate than ordinary exponential smoothing for slow-moving items. However, it is not evident that a Croston forecasting procedure (with assumed Erlang distribution) outperforms ordinary exponential smoothing (with assumed normal distribution) applied in a practical inventory control system with varying demand, automatically generated replenishment, etc. Our simulation study shows that the system in focus will present fewer shortages at lower inventory levels than a system based on exponential smoothing and the normal distribution. (C) 2003 Elsevier B.V. All rights reserved.

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