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Incorporating ARIMA forecasting and service-level based replenishment in RFID-enabled supply chain

机译:在基于RFID的供应链中整合ARIMA预测和基于服务水平的补给

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摘要

This paper focuses on the global supply chain of a company in Taiwan (referred to as Company A), which manufactures thin film transistor liquid crystal display (TFT-LCD) products. A simulated experiment is made 640 times, and a comparison of output analysis is also made. In the experiment, the key performance indicators are the total inventory cost, the inventory turnover rate, and the bullwhip effect. Four supply chain replenishment policies, four customer demand forecasting methods, radio frequency identification (RFID) and non-RFID system are the experimental factors and their levels, which generate 16 combinations of the Taguchi experiment. From the result, we find that the RFID-enabled R-SCI_(ARIMA) supply chain model which integrates the (s, Q) replenishment policy based on the ARIMA forecasting method and service level is the best: the total inventory cost has a 35.43% reduction, and the inventory turnover rate has a 61.36% increase, compared with that of the non-RFID SCI_(ARIMA) model.
机译:本文着眼于台湾某公司(简称A公司)的全球供应链,该公司生产薄膜晶体管液晶显示器(TFT-LCD)产品。进行了640次模拟实验,并对输出分析进行了比较。在实验中,关键绩效指标是总库存成本,库存周转率和牛鞭效应。实验因素及其水平是四种供应链补货策略,四种客户需求预测方法,射频识别(RFID)和非RFID系统,它们产生了田口实验的16种组合。从结果中,我们发现基于ARIMA预测方法和服务水平的,整合了(s,Q)补货策略的支持RFID的R-SCI_(ARIMA)供应链模型是最好的:总库存成本为35.43与非RFID SCI_(ARIMA)模型相比,减少了%,库存周转率提高了61.36%。

著录项

  • 来源
    《International Journal of Production Research》 |2010年第9期|2655-2677|共23页
  • 作者单位

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

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

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

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

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    global supply chain; replenishment policy; ARIMA forecasting; RFID;

    机译:全球供应链;补货政策;ARIMA预测;射频识别;

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