An ARIMA supply chain model

被引:177
作者
Gilbert, K [1 ]
机构
[1] Univ Tennessee, Dept Stat Operat & Management Sci, Knoxville, TN 37996 USA
关键词
ARIMA; supply chain; model; information; lead time; bullwhip effect; forecasting;
D O I
10.1287/mnsc.1040.0308
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper presents a multistage supply chain model that is based on Autoregressive Integrated Moving Average (ARIMA) time-series models. Given an ARIMA model of consumer demand and the lead times at each stage, it is shown that the orders and inventories at each stage are also ARIMA, and closed-form expressions for these models are given. The paper also discusses the causes of the bullwhip effect, a phenomenon in which variation in demand produces larger variations in upstream orders and inventory. This discussion reveals how different modeling can lead to different insights because they make different assumptions about the cause of the bullwhip effect. These observations are used to develop managerial insights about reducing the bullwhip effect.
引用
收藏
页码:305 / 310
页数:6
相关论文
共 12 条
[1]  
Aviv Y., 2002, Manufacturing & Service Operations Management, V4, P55, DOI 10.1287/msom.4.1.55.285
[2]   A time-series framework for supply-chain inventory management [J].
Aviv, Y .
OPERATIONS RESEARCH, 2003, 51 (02) :210-227
[3]   The effect of collaborative forecasting on supply chain performance [J].
Aviv, Y .
MANAGEMENT SCIENCE, 2001, 47 (10) :1326-1343
[4]  
BOX GEP, 1994, TIME SERIES ANAL
[5]   Quantifying the bullwhip effect in a simple supply chain: The impact of forecasting, lead times, and information [J].
Chen, F ;
Drezner, Z ;
Ryan, JK ;
Simchi-Levi, D .
MANAGEMENT SCIENCE, 2000, 46 (03) :436-443
[6]  
Graves S. C., 1999, Manufacturing & Service Operations Management, V1, P50, DOI 10.1287/msom.1.1.50
[7]   The value of information sharing in a two-level supply chain [J].
Lee, HL ;
So, KC ;
Tang, CS .
MANAGEMENT SCIENCE, 2000, 46 (05) :626-643
[8]   Information distortion in a supply chain: The bullwhip effect [J].
Lee, HL ;
Padmanabhan, V ;
Whang, SJ .
MANAGEMENT SCIENCE, 1997, 43 (04) :546-558
[9]   Information sharing in a supply chain: A note on its value when demand is nonstationary [J].
Raghunathan, S .
MANAGEMENT SCIENCE, 2001, 47 (04) :605-610
[10]  
SIKORA RT, 2004, UNPUB EFFECTS INFORM