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Fuzzy rule based approach with z-numbers for selection of alternatives using TOPSIS

机译:基于模糊规则的z值方法,用TOpsIs选择替代方案

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摘要

The lack of ability to handle vagueness in the decision making practice has been main drawback of the conventional TOPSIS. Thus, type 1, type 2 and Z fuzzy sets have been applied with conventional TOPSIS to allow experts to incorporate imperfect information in analysis. However the existing methods do not take into account the influence degree of decision makers. Hence, a novel modification of TOPSIS method to handle vagueness and imperfect information in decision making practice is presented. The concept of Z- numbers is used to present decision maker's reliability. Furthermore, a hybrid analysis of decision making process that requires the use of human sensitivity to reflect influence degree of decision maker can be often expressed by a fuzzy rule base. The ranking based on proposed method is validated comparatively using Spearmen rho correlation coefficient. The result shows proposed method outperforms the existing non rule based version of TOPSIS in terms of ranking performance.
机译:传统TOPSIS的主要缺点是在决策实践中缺乏处理模糊性的能力。因此,类型1,类型2和Z模糊集已与常规TOPSIS结合使用,以使专家可以在分析中纳入不完善的信息。但是,现有方法未考虑决策者的影响程度。因此,提出了一种新的TOPSIS方法修改方法,以处理决策实践中的模糊性和不完善的信息。 Z数的概念用于表示决策者的可靠性。此外,决策过程的混合分析通常需要用模糊规则库来表达,这种分析需要使用人类的敏感性来反映决策者的影响程度。使用Spearmen rho相关系数比较地验证了基于所提出方法的排名。结果表明,所提出的方法在排名性能方面优于现有的非基于规则的TOPSIS版本。

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