DEFUZZIFICATION WITHIN A MULTICRITERIA DECISION MODEL

去模糊化 模糊逻辑 多准则决策分析 数学 计算机科学 集合(抽象数据类型) 数据挖掘 数学优化 模糊集 运筹学 模糊数 人工智能 程序设计语言
作者
Serafim Opricović,Gwo‐Hshiung Tzeng
出处
期刊:International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems [World Scientific]
卷期号:11 (05): 635-652 被引量:625
标识
DOI:10.1142/s0218488503002387
摘要

In many cases, criterion values are crisp in nature, and their values are determined by economic instruments, mathematical models, and/or by engineering measurement. However, there are situations when the evaluation of alternatives must include the imprecision of established criteria, and the development of a fuzzy multicriteria decision model is necessary to deal with either "qualitative" (unquantifiable or linguistic) or incomplete information. The proposed fuzzy multicriteria decision model (FMCDM) consists of two phases: the CFCS phase - Converting the Fuzzy data into Crisp Scores, and the MCDM phase - MultiCriteria Decision Making. This model is applicable for defuzzification within the MCDM model with a mixed set of crisp and fuzzy criteria. A newly developed CFCS method is based on the procedure of determining the left and right scores by fuzzy min and fuzzy max, respectively, and the total score is determined as a weighted average according to the membership functions. The advantage of this defuzzification method is illustrated by some examples, comparing the results from three considered methods.
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