Spare parts forecasting;
Spare parts inventory control;
Maintenance planning;
ADVANCE DEMAND INFORMATION;
FORECASTING INTERMITTENT DEMAND;
SUPPLY CHAIN MANAGEMENT;
SYSTEMS;
RISK;
D O I:
10.1016/j.ress.2019.106600
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
For many maintenance organizations, on-condition maintenance tasks are the most important source of spare part demand. An uneven distribution of maintenance tasks over time is an important cause for intermittency in spare parts demand, and this intermittency complicates spare parts inventory control severely. In an attempt to partially overcome these complications, we propose to use the maintenance plan, i.e. the planned maintenance tasks, as a source of advance demand information. We propose a simple forecasting mechanism to estimate the spare part demand distribution based on the maintenance plan, and develop a dynamic inventory control method based on these forecasts. The value of this approach is benchmarked against state-of-the art time series forecast methods, using data from two large maintenance organizations. We find that the proposed method can yield cost savings of 23 to 51% compared to the traditional methods.
机构:
Shenzhen Univ, Coll Comp Sci & Software Engn, Natl Engn Lab Big Data Syst Comp Technol, Shenzhen 518060, Peoples R ChinaShenzhen Univ, Coll Comp Sci & Software Engn, Natl Engn Lab Big Data Syst Comp Technol, Shenzhen 518060, Peoples R China
Xie, Zhuoqing
Xie, Hongzhi
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机构:
China Nucl Power Operat Co Ltd, Spare Parts Ctr, Shenzhen 516545, Peoples R ChinaShenzhen Univ, Coll Comp Sci & Software Engn, Natl Engn Lab Big Data Syst Comp Technol, Shenzhen 518060, Peoples R China
Xie, Hongzhi
Liu, Shuhui
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机构:
China Nucl Power Operat Co Ltd, Spare Parts Ctr, Shenzhen 516545, Peoples R ChinaShenzhen Univ, Coll Comp Sci & Software Engn, Natl Engn Lab Big Data Syst Comp Technol, Shenzhen 518060, Peoples R China
Liu, Shuhui
Huang, Yijing
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h-index: 0
机构:
Shenzhen Univ, Coll Comp Sci & Software Engn, Natl Engn Lab Big Data Syst Comp Technol, Shenzhen 518060, Peoples R ChinaShenzhen Univ, Coll Comp Sci & Software Engn, Natl Engn Lab Big Data Syst Comp Technol, Shenzhen 518060, Peoples R China
Huang, Yijing
Deng, Xiaolin
论文数: 0引用数: 0
h-index: 0
机构:
China Nucl Power Operat Co Ltd, Spare Parts Ctr, Shenzhen 516545, Peoples R ChinaShenzhen Univ, Coll Comp Sci & Software Engn, Natl Engn Lab Big Data Syst Comp Technol, Shenzhen 518060, Peoples R China
Deng, Xiaolin
Liu, Biwei
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h-index: 0
机构:
Shenzhen Univ, Coll Comp Sci & Software Engn, Natl Engn Lab Big Data Syst Comp Technol, Shenzhen 518060, Peoples R ChinaShenzhen Univ, Coll Comp Sci & Software Engn, Natl Engn Lab Big Data Syst Comp Technol, Shenzhen 518060, Peoples R China
机构:
Hang Seng Management Coll, Dept Supply Chain & Informat Management, Shatin, Hong Kong, Peoples R ChinaHang Seng Management Coll, Dept Supply Chain & Informat Management, Shatin, Hong Kong, Peoples R China
Mo, Daniel Y.
Tseng, Mitchell M.
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机构:
Feng Chia Univ, Int Sch Technol & Management, Taichung 40724, TaiwanHang Seng Management Coll, Dept Supply Chain & Informat Management, Shatin, Hong Kong, Peoples R China
Tseng, Mitchell M.
Wang, Yue
论文数: 0引用数: 0
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机构:
Hang Seng Management Coll, Dept Supply Chain & Informat Management, Shatin, Hong Kong, Peoples R ChinaHang Seng Management Coll, Dept Supply Chain & Informat Management, Shatin, Hong Kong, Peoples R China