基于影响因子的供应链协同预测方法

被引:10
作者
舒彤 [1 ]
陈收 [1 ]
汪寿阳 [1 ,2 ]
赵修利 [1 ]
机构
[1] 湖南大学工商管理学院
[2] 中国科学院数学与系统科学研究院
关键词
供应链; 协同预测; 影响因子;
D O I
暂无
中图分类号
F224.0 [数量经济学]; F274 [企业供销管理];
学科分类号
020209 ; 1201 ;
摘要
探讨了影响因子在时间序列预测中的作用,提出了基于影响因子的供应链协同预测方法并进行了实证研究,依据企业历史实际销售数据分层级分区域分别提取了春运因子及停车检修、小修因子并进行了量化,同时在企业的销售预测值中进行了还原.实证研究表明:影响因子对供应链销售预测具有重要作用,对其加以利用可以大大提高分预测及总预测的精度并体现协同预测的思想;有利于对供应链的隐含或显著信息加以利用,有利于将供应链企业可能存在的负面约束条件加以正面利用,有利于将供应链视为一个信息整体来加以管理,是分层次分模块进行经济信息滤波的一个拓展.在这种协同预测的方法下,供应链的分销商或最终用户的销售状况可以向上传递,生产企业的生产、储运或其它状况可以向下传递,即以影响因子作为纽带将供应链企业视为一个整体来进行销售预测研究.
引用
收藏
页码:1363 / 1370
页数:8
相关论文
共 10 条
[1]  
Vendor managed inventory: a survey of the Taiwanese grocery industry[J] . Jonah Tyan,Hui-Ming Wee.Journal of Purchasing and Supply Management . 2003 (1)
[2]   The impact of forecasting model selection on the value of information sharing in a supply chain [J].
Zhao, XD ;
Xie, JX ;
Leung, J .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2002, 142 (02) :321-344
[3]  
Gaining Benefits from Joint Forecasting and Replenishment Processes: The Case of Auto-Correlated Demand[J] . Yossi Aviv.Manufacturing & Service Operations Management . 2002 (1)
[4]   The effect of collaborative forecasting on supply chain performance [J].
Aviv, Y .
MANAGEMENT SCIENCE, 2001, 47 (10) :1326-1343
[5]  
Information Sharing in a Supply Chain: A Note on its Value when Demand Is Nonstationary[J] . Srinivasan Raghunathan.Management Science . 2001 (4)
[6]  
Supply chain forecasting - Collaborative forecasting supports supply chain management[J] . Marilyn M. Helms,Lawrence P. Ettkin,Sharon Chapman.Business Process Management Journal . 2000 (5)
[7]   A decision support system for Vendor Managed Inventory [J].
Achabal, DD ;
McIntyre, SH ;
Smith, SA ;
Kalyanam, K .
JOURNAL OF RETAILING, 2000, 76 (04) :430-454
[8]  
Information Distortion in a Supply Chain: The Bullwhip Effect[J] . Hau L. Lee,V. Padmanabhan,Seungjin Whang.Management Science . 1997 (4)
[9]  
Lead-time Models of Business Processes[J] . Emilio Bartezzaghi,Gianluca Spina,Roberto Verganti.International Journal of Operations & Production Management . 1994 (5)
[10]  
Designing and Managing the Supply Chain: Concepts, Strategies and Case Studies. D. Simchi-Levi,P. Kaminsky,E. Simchi-Levi. Irwin/McGraw-Hill . 2003