Including time dependency and ANOVA in decision-making using the revised fuzzy AHP: A case study on wafer fabrication process selection

被引:13
作者
Rajput, Harish C. [1 ]
Milani, Abbas S. [1 ]
Labun, Andrew [1 ]
机构
[1] Univ British Columbia, Sch Engn, Vancouver, BC V5Z 1M9, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Time-dependent MCDM; Fuzzy AHP; ANOVA; Wafer machine selection; Signal-to-noise ratio; ANALYTIC HIERARCHY PROCESS;
D O I
10.1016/j.asoc.2011.05.049
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the process of decision-making, sometimes analysts are given a sub-set of criteria for which statistical data are available from experiments, whereas for some other criteria, only qualitative judgments can be made. In such situations, it is important to consider the weights of experimental criteria along with the decision maker's qualitative weights. Furthermore, in complex decision scenarios, one may need to consider the time notion and evaluate the behavior of alternatives over time, before making a final decision. This article using the revised fuzzy analytic hierarchy process (AHP) introduces a new decision process to include (1) time dependency of decisions and (2) statistical weighting from the standard analysis of variance (ANOVA). The application of the method is shown via a case study in the selection of wafer slicing and coating process for a three-year operation time. A signal-to-noise metric has been adapted to differentiate among alternatives that swap ranks over time. The method is straightforward and can be adapted to other multiple criteria decision making (MCDM) models. (C) 2011 Elsevier B. V. All rights reserved.
引用
收藏
页码:5099 / 5109
页数:11
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