Inventory Control Using a Lévy Process for Evaluating Total Costs Under Intermittent Demand

研究成果: Conference contribution査読

抄録

Products with intermittent demand are characterized by a high risk of sales losses and obsolescence due to the sporadic occurrence of demand events. Generally, both point forecasting and probabilistic forecasting approaches are applied to intermittent demand. In particular, probabilistic forecasting, which models demand as a stochastic process, is capable of capturing uncertainty. An example of such modeling is the use of Lévy processes, which possess independent increments and accommodate discontinuous changes (jumps). However, to the best of our knowledge, in inventory control using Lévy processes, no studies have investigated how the order quantity and reorder point affect the total cost. One major difficulty has been the mathematical formulation of inventory replenishment triggered at reorder points. To address this challenge, the present study formulates a reorder-point policy by modeling cumulative demand as a drifted Poisson process and introducing a stopping time to represent the timing at which the reorder point is reached. Furthermore, the validity of the proposed method is verified by comparing the total cost with that obtained from a case where an ARIMA model is combined with a reorder-point policy. As a main result, while the total cost under ARIMA-based forecasting increases linearly over time, the Lévy process-based formulation provides an analytical expression for the total cost, revealing that random demand fluctuations cause the expected total cost to grow at a rate faster than linear.

本文言語English
ホスト出版物のタイトルAdvances in Production Management Systems. Cyber-Physical-Human Production Systems
ホスト出版物のサブタイトルHuman-AI Collaboration and Beyond - 44th IFIP WG 5.7 International Conference, APMS 2025, Proceedings
編集者Hajime Mizuyama, Eiji Morinaga, Toshiya Kaihara, Tomomi Nonaka, Gregor von Cieminski, David Romero
出版社Springer Science and Business Media Deutschland GmbH
ページ320-334
ページ数15
ISBN(印刷版)9783032035332
DOI
出版ステータスPublished - 2026
イベント44th IFIP WG 5.7 International Conference on Advances in Production Management Systems, APMS 2025 - Kamakura, Japan
継続期間: 31 8月 20254 9月 2025

出版物シリーズ

名前IFIP Advances in Information and Communication Technology
765 IFIPAICT
ISSN(印刷版)1868-4238
ISSN(電子版)1868-422X

Conference

Conference44th IFIP WG 5.7 International Conference on Advances in Production Management Systems, APMS 2025
国/地域Japan
CityKamakura
Period31/08/254/09/25

フィンガープリント

「Inventory Control Using a Lévy Process for Evaluating Total Costs Under Intermittent Demand」の研究トピックを掘り下げます。これらがまとまってユニークなフィンガープリントを構成します。

引用スタイル