Applying the volatility models for supply chain forecasting: The case of the Taiwanese TFT-LCD industry

Y. Liang
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Abstract

The bullwhip effect denotes that an augment in demand variability on the supply chain can enlarge its influences through an undertaking's supply chain. The question of forecasting is very important in upstream industrial background because the upstream partners look to be decreased from downstream consumer demand. The supply chain forecasting system must ponder the volatility of demand. The purpose of this study is to supply the volatility models for supply chain forecasting. This study uses the model for production forecasting of Taiwanese TFT-LCD industry. The results illustrate that the proposed volatility GARCH models a meliorate the prediction accuracy for production forecasting in the supply chain.
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波动性模型在供应链预测中的应用:以台湾TFT-LCD产业为例
牛鞭效应表明,供应链上需求变异性的增加可以通过企业的供应链扩大其影响。在上游工业背景下,预测问题是非常重要的,因为上游合作伙伴从下游消费者需求来看是减少的。供应链预测系统必须考虑需求的波动性。本研究的目的是为供应链预测提供波动率模型。本研究采用模型对台湾TFT-LCD产业进行产量预测。结果表明,波动性GARCH模型提高了供应链生产预测的预测精度。
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