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Improving inventory effectiveness in RFID-enabled global supply chain with Grey forecasting model

机译:使用灰色预测模型提高启用RFID的全球供应链中的库存有效性

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摘要

A RFID-enabled global TFT-LCD supply chain associated with Grey forecasting model (GM) of Company A has been simulated and analyzed in this research. Three key performance indicates (KPI) including total inventory cost, inventory turnover and bullwhip effect are analyzed in the simulation experiments in order to compare the effectiveness of five different supply chain inventory models. The effectiveness of integrated system which is composed of supply chain operation, Grey short-term forecasting model and RF1D system has been examined by aforementioned three KPIs. According to the result of Taguchi experiments, RFID-enabled R-SCI_(GM) supply chain model which integrates the GM(1,1) forecasting model based on (s, Q) pull-based replenishment policy reduces 43.36% of the total inventory cost compared with that of the non-RFID SCJCm model. It apparently shows that a great improving effectiveness of supply chain inventory cost can be conducted while RFID system is incorporated with the GM(1,1) forecasting model.
机译:在这项研究中,已经对与公司A的灰色预测模型(GM)相关的具有RFID功能的全球TFT-LCD供应链进行了仿真和分析。在模拟实验中分析了三个关键绩效指标(KPI),包括总库存成本,库存周转率和牛鞭效应,以比较五个不同供应链库存模型的有效性。由上述三个KPI检验了由供应链运作,灰色短期预测模型和RF1D系统组成的集成系统的有效性。根据田口试验的结果,基于RFID的R-SCI_(GM)供应链模型集成了基于(s,Q)拉式补货策略的GM(1,1)预测模型,减少了总库存的43.36%与非RFID SCJCm模型的成本相比。显然,将RFID系统与GM(1,1)预测模型结合在一起,可以大大改善供应链库存成本。

著录项

  • 来源
    《The Journal of Strategic Information Systems》 |2011年第3期|p.307-322|共16页
  • 作者单位

    Department of Industrial Engineering and Management, National Chin-Yi University of Technology, TaipingCity, Taichung County 411, Taiwan, ROC;

    Department of Industrial Engineering and Management, National Chin-Yi University of Technology, TaipingCity, Taichung County 411, Taiwan, ROC;

    Department of Industrial Engineering and Management, National Chin-Yi University of Technology, TaipingCity, Taichung County 411, Taiwan, ROC;

    Department of Industrial Engineering and Management, National Chin-Yi University of Technology, TaipingCity, Taichung County 411, Taiwan, ROC;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    RFID; global supply chain; grey forecasting; simulation; multi-agents;

    机译:RFID;全球供应链;灰色预测模拟;多主体;

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