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題名:結合商品關聯與EIQ方法論之IK分析應用於儲位指派之研究
書刊名:創新與經營管理學刊
作者:陳志騰 引用關係林泓毅張俊郁李益銘蕭宇倫
出版日期:2015
卷期:6:1
頁次:頁59-78
主題關鍵詞:儲位指派物流中心資料探勘關聯式法則Storage assignmentDistribution centerData miningAssociated rule
原始連結:連回原系統網址new window
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  • 被引用次數被引用次數:期刊(1) 博士論文(0) 專書(0) 專書論文(0)
  • 排除自我引用排除自我引用:1
  • 共同引用共同引用:3
  • 點閱點閱:1
現今全球貿易愈趨頻繁、商品快速流通,消費者購物環境變遷迅速,使得消費需求朝向「多樣、少量、高頻率」的購物行為模式,進而促使零售商改變其訂貨模式。物流中心為了滿足零售商多樣化的訂單需求,必須面對改善內部運作流程之挑戰,以達到提升作業效率,同時有效控制作業成本。許多研究顯示物流中心的揀貨作業成本佔據整體物流成本的比例高達50%以上,所以企業紛紛尋求如何有效控制揀貨成本。目前解決方案包含貨架的重新配置、儲存場所的空間配置、儲位指派、訂單揀貨路線的規劃、或採批次訂單揀貨以減少揀取頻率。前兩類解決方案重於倉儲相關硬體的調整,此往往需花費較高的人力與物力且耗用期程較長。後兩類解決方案則是透過分析的方式尋求商品或訂單資料的有用訊息,提供流程改善的策略,此屬於軟體上的調整。本研究嘗試結合商品關連與IK分析之特性,期提供在商品數量眾多時一種快速有效的儲位指派法則。經初步測試,本研究認為此法則所提出的解決方向,具備進一步研究與應用的潛力。
Since the consumer behavior changed, the orders become towards varied items with small-volume and issued frequently. The managers of distribution centers must to face the challenges of improving operational efficiency and decreasing costs. Many studies have shown that the picking cost might occupy more than 65% of the overall logistics costs of the companies. There are many strategies could be considered to decrease picking cost, such as: shelf reconfigured, storage space reconfiguration, storage assignment rule, order picking rule, route planning, or order batching, etc. The first two categories emphasis on re-adjustment the hardware, so called “hard” improvements, it takes more cost and time-consumed. The others are by analyzing the orders or useful information, to provide process improvement, and therefore belong to the "soft" improvements. Different from the prior studies of clustering-assignment problem model (CAPM), this study considers items associated by data mining technology and proposed a heuristic procedure that combined item-association rule and IK analysis in order to provide a fast and effective storage assignment for high-volume items number. The results of example show the algorithm can find a better solution than the CAPM model and IK analysis. In general, this study try to adopt a directly way to assign the item locations, and that could be potential for the further application.
期刊論文
1.Gu, J.、Goetschalckx, M.、McGinnis, L. F.(2007)。Research on warehouse operation: A comprehensive review。European Journal of Operational Research,177(1),1-21。  new window
2.De Koster, René、Le-Duc, Tho、Roodbergen, Kees Jan(2007)。Design and Control of Warehouse Order Picking: A Literature Review。European Journal of Operational Research,182(2),481-501。  new window
3.Liu, C. M.(1999)。Clustering Techniques for Stock Location and Order-picking in A Distribution Center。Computers and Operations Research,26(10/11),989-1002。  new window
4.Liu, Chiun-ming(20041100)。Optimal Storage Layout and Order Picking for Warehousing。International Journal of Operations Research,1(1),37-46。new window  new window
5.Simoudis, E.(1996)。Reality check for data mining。IEEE Expert: Intelligent Systems and Their Applications,11(5),26-33。  new window
6.Chuang, Yi-Fei、Lee, Hsu-Tung、Lai, Yi-Chuan(2012)。Item-Associated Cluster Assignment Model on Storage Allocation Problems。Computers and Industrial Engineerings,63(4),1171-1177。  new window
7.Shafer, Scott M.、Ernst, Ricardo(1993)。Applying group technology principles to warehousing operations。International Journal of Purchasing and Materials Management,29(1),38-42。  new window
8.Hwang, H.、Baek, W. J.、Lee, M. K.(1988)。Clustering algorithms for order picking in an automated storage and retrieval system。International Journal of Production Research,26(2),189-201。  new window
會議論文
1.Agrawal, R.、Imilienski, T.、Swami, A.(1993)。Mining Association Rules between Sets of Items in Large Databases。Of the ACM SIGMOD Intfl Conf,1993,207-216。  new window
學位論文
1.莊國順(1991)。自動倉儲系統分級儲存作業之分析(碩士論文)。國立交通大學。  延伸查詢new window
2.江曉柔(2013)。物流中心儲位規劃之研究-以某服飾物流中心為例(碩士論文)。國立雲林科技大學。  延伸查詢new window
3.張瑜珊(2002)。EIQ分析法在揀貨策略與儲位指派之應用(碩士論文)。國立高雄第一科技大學。  延伸查詢new window
4.陳財源(2008)。精實生產與EIQ應用於自動化倉儲之研究-以中型企業為例(碩士論文)。逢甲大學。  延伸查詢new window
5.黃茂昌(2006)。國軍自動化物流中心儲位規劃之研究—以聯勤兵整中心自動倉儲為例(碩士論文)。國立雲林科技大學。  延伸查詢new window
6.賴伊娟(2010)。EIQ與資料探勘應用於儲位規劃之探討(碩士論文)。銘傳大學。  延伸查詢new window
7.譚仕偉(2011)。品項關聯於定位儲位指派應用情形之探討(碩士論文)。銘傳大學。  延伸查詢new window
圖書
1.Frazelle, Edward H.(2002)。World-Class Warehousing and Material Handling。McGraw-Hill。  new window
2.Tompkins, J. A.、White, J. A.、Bozer, Y. A.、Frazelle, E. H.、Tanchoo, J. M. A.(2003)。Facilities Planning。NJ:John Wiley & Sons。  new window
3.Han, J.、Kamber, M.、Pei, J.、Tan, P. N.(2011)。Data Mining: Concepts and Techniques。Elsevier。  new window
4.De Koster, M. B. M.、Neuteboom, A. J.(2001)。The logistics of supermarket chains。Doetinchem:Elsevier。  new window
 
 
 
 
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