forecasting;
intermittent demand;
inventory performance;
obsolescence risk;
production management;
ACCURACY;
D O I:
10.1002/for.2761
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
Croston and the other related methods, such as Syntetos-Boylan approximation (SBA), are the most popular methods recommended in the literature for intermittent demand forecasting. However, these conventional methods are not considered suitable in inventory obsolescence as they do not update their forecast in the periods of zero demand. Therefore, in order to add to the methods suitable for the inventory obsolescence issue, we propose a new method that imparts flexibility to the SBA method. The proposed method updates forecast each period by the use of distinct smoothing constants for interdemand intervals. The method is further examined extensively on a simulated dataset considering gradual and abrupt obsolescence and an empirical dataset from the automotive sector. The study is not limited to assessing the forecasting accuracy but also focuses upon the inventory performance of the considered methods. The study results indicate the effectiveness of the proposed method, particularly under increased risk of obsolescence.
机构:
Univ Groningen, Dept Operat, NL-9700 AV Groningen, NetherlandsUniv Groningen, Dept Operat, NL-9700 AV Groningen, Netherlands
Teunter, Ruud H.
Syntetos, Aris A.
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机构:
Univ Salford, Salford Business Sch, Ctr OM Management Sci & Stat, Manchester M5 4WT, Lancs, EnglandUniv Groningen, Dept Operat, NL-9700 AV Groningen, Netherlands
Syntetos, Aris A.
Babai, M. Zied
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机构:
BEM Bordeaux Management Sch, F-33405 Talence, France
King Saud Univ, Dept Ind Engn, Princess Fatimah Alnijriss Res Chair AMT, Riyadh 11451, Saudi ArabiaUniv Groningen, Dept Operat, NL-9700 AV Groningen, Netherlands
机构:
Indian Inst Management Kashipur, Kashipur, Uttaranchal, India
Graphic Era Hill Univ, Bhimtal Campus, Bhimtal, Uttrakhand, IndiaIndian Inst Management Kashipur, Kashipur, Uttaranchal, India
Sanguri, Kamal
Patra, Sabyasachi
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机构:
Indian Inst Management Kashipur, Kashipur, Uttaranchal, IndiaIndian Inst Management Kashipur, Kashipur, Uttaranchal, India
Patra, Sabyasachi
Nikolopoulos, Konstantinos
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机构:
IHRR Forecasting Lab, Durham, England
Univ Durham, Business Sch, Durham, England
IHRR Forecasting Lab, Millhill Ln, Durham DH1 3LB, England
Univ Durham, Business Sch, Millhill Ln, Durham DH1 3LB, EnglandIndian Inst Management Kashipur, Kashipur, Uttaranchal, India
机构:
Penn State Univ, Ind & Mfg Syst Engn, Ctr E Design, State Coll, PA 16801 USAPenn State Univ, Ind & Mfg Syst Engn, Ctr E Design, State Coll, PA 16801 USA
Jennings, Connor
Wu, Dazhong
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机构:
Penn State Univ, Ind & Mfg Syst Engn, Ctr E Design, State Coll, PA 16801 USAPenn State Univ, Ind & Mfg Syst Engn, Ctr E Design, State Coll, PA 16801 USA
Wu, Dazhong
Terpenny, Janis
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机构:
Penn State Univ, Ind & Mfg Syst Engn, Ctr E Design, State Coll, PA 16801 USAPenn State Univ, Ind & Mfg Syst Engn, Ctr E Design, State Coll, PA 16801 USA
Terpenny, Janis
PROCEEDINGS OF THE ASME 11TH INTERNATIONAL MANUFACTURING SCIENCE AND ENGINEERING CONFERENCE, 2016, VOL 2,
2016,
机构:
School of Industrial Engineering, Iran University of Science and Technology, TehranSchool of Industrial Engineering, Iran University of Science and Technology, Tehran