题名

A Performance Evaluation Model Based on AHP and DEA

并列篇名

結合層級分析法與資料包絡法分析法之績效評估模式

DOI

10.29977/JCIIE.200505.0007

作者

劉志明(Chih-Ming Liu);許漢昇(Hen-Shen Hsu);王信智(Shen-Tsu Wang);李海光(Hai-Kun Lee)

关键词

績效評估 ; 資料包絡分析法 ; 層級分析法 ; 模糊集合理論 ; 供應商評鑑 ; performance evaluation ; DEA ; AHP ; fuzzy set theory ; supplier evaluation

期刊名称

工業工程學刊

卷期/出版年月

22卷3期(2005 / 05 / 01)

页次

243 - 251

内容语文

英文

中文摘要

本研究參照層級分析法(Analytical Hierarchy Process,AHP)的概念,加以修改並加入模糊集合理論的方法,然後導入資料包絡分析法(Data Envelopment Analysis,DEA)之CCR模式,發展出一套改良的績效評估方法,此方法能夠有效地評估各單位之績效值,並且對於績效差的對象可提出較有效率的改善建議。本研究方法是基於DEA之模式,並且加入了AHP的概念,因此本績效評估模式具有DEA利用數字來說話的客觀性,同時評估結果比起原始DEA模式將更切合實際狀況,例如用在供應商的評選上,在少量的評選對象上仍然可以使用,這是原有的DEA方法所無法應用的。為了驗證方法的實用性,本研究以國內某背光模組公司之供應商評鑑為例,依照方法論所提出的步驟,選出高績效之供應商,並且提供低績效供應商較有效率的改善建議。經過了案例分析結果,本研究方法與原始的DEA模式比較,更適用於少數對象的評選問題上。

英文摘要

This research uses the concept of the Analytical Hierarchy Process (AHP) method and fuzzy set theory to modify the CCR model of the Data Envelopment Analysis (DEA) method to develop a more effective performance evaluation method which can be used to evaluate the performance of a smaller number of business units, which is usually prohibited in the traditional DEA method. The proposed method maintains all the important features of the original DEA method like the objectivity by using data to analyze an evaluation problem and the ability to suggest the improvement directions for each business unit under evaluation. In order to prove the applicability of the proposed method, a case study for the selection of suppliers for the key component of a LCD manufacturing company is given. The result shows that it can be used to choose among a small number of suppliers in a very efficient way and also can provide improvement suggestions for each supplier.

主题分类 工程學 > 工程學總論
参考文献
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被引用次数
  1. Chen, Tien-Hui,Chang, Shiow-Yun(2007).A SIMPLE APPROACH TO ADJUST FACTOR WEIGHTS IN DATA ENVELOPMENT ANALYSIS.工業工程學刊,24(2),120-127.
  2. Chen, Tien-Hui,Chang, Shiow-Yun,Bao, Chiao-Pin(2009).ANOTHER VIEW OF EFFICIENCY IMPROVEMENT IN DATA ENVELOPMENT ANALYSIS.工業工程學刊,26(2),109-114.
  3. 曾國雄、孫嘉祈、林亭汝(2008)。以生產力指數探討全球前四大筆記型電腦代工廠商之經營績效趨勢。臺灣企業績效學刊,1(2),147-173。
  4. (2016).A computational analysis of the impact of correlation and data translation on DEA efficiency scores.工業工程學刊,33(3),192-204.
  5. (2022).A stochastic data envelopment analysis approach for multi-criteria ABC inventory classification.工業工程學刊,39(6),415-429.