Interval-valued Pythagorean fuzzy GRA method for multiple-attribute decision making with incomplete weight information

勾股定理 数学 理想(伦理) 操作员(生物学) 区间(图论) Choquet积分 模糊逻辑 模糊集 灰色关联分析 一般化 关系(数据库) 排名(信息检索) 重量 数学优化 计算机科学 人工智能 数据挖掘 数理经济学 组合数学 纯数学 哲学 数学分析 认识论 抑制因子 基因 转录因子 化学 生物化学 李代数 几何学
作者
Madad Khan,Saleem Abdullah
出处
期刊:International Journal of Intelligent Systems [Wiley]
卷期号:33 (8): 1689-1716 被引量:109
标识
DOI:10.1002/int.21992
摘要

In this paper, the concept of multiple-attribute group decision-making (MAGDM) problems with interval-valued Pythagorean fuzzy information is developed, in which the attribute values are interval-valued Pythagorean fuzzy numbers and the information about the attribute weight is incomplete. Since the concept of interval-valued Pythagorean fuzzy sets is the generalization of interval-valued intuitionistic fuzzy set. Thus, due the this motivation in this paper, the concept of interval-valued Pythagorean fuzzy Choquet integral average (IVPFCIA) operator is introduced by generalizing the concept of interval-valued intuitionistic fuzzy Choquet integral average operator. To illustrate the developed operator, a numerical example is also investigated. Extended the concept of traditional GRA method, a new extension of GRA method based on interval-valued Pythagorean fuzzy information is introduced. First, utilize IVPFCIA operator to aggregate all the interval-valued Pythagorean fuzzy decision matrices. Then, an optimization model based on the basic ideal of traditional grey relational analysis (GRA) method is established, to get the weight vector of the attributes. Based on the traditional GRA method, calculation steps for solving interval-valued Pythagorean fuzzy MAGDM problems with incompletely known weight information are given. The degree of grey relation between every alternative and positive-ideal solution and negative-ideal solution is calculated. To determine the ranking order of all alternatives, a relative relational degree is defined by calculating the degree of grey relation to both the positive-ideal solution and negative ideal solution simultaneously. Finally, to illustrate the developed approach a numerical example is to demonstrate its practicality and effectiveness.
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