Dynamic Pythagorean fuzzy probabilistic linguistic TOPSIS method with psychological preference and its application for COVID-19 vaccination

Liuxin Chen, Dongmei Yang
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引用次数: 3

Abstract

The probabilistic linguistic term set (PLTS) has been widely used in multiple criteria group decision making (MCGDM) problems where the linguistic information is uncertain and hesitant. To reflect the different preferences and uncertainties, we propose a new PLTS with probability in the form of Pythagorean fuzzy set (PFS), called Pythagorean fuzzy probabilistic linguistic term set (PFPLTS). In addition, considering the information integrity, uncertainty and DMs' preferences, the operation and aggregation operators for PFPLTS are introduced. Then, the weight method based on minimum deviation and dual ideal point-vector projection is proposed, which considers the time-varying characteristics of the weights and combines multi-dimensional influencing factors. Next, the psychological distance measure is proposed by dividing the psychological space into multiple vectors. Based on the proposed dynamic weight method, three psychological distance measures and TOPSIS method, we develop a dynamic Pythagorean fuzzy probabilistic linguistic TOPSIS method with psychological distance (Psy-TOPSIS), the psychological index ranges from 1 to 40. Finally, a practical case, site selecting of COVID-19 vaccination center, is given and compared with three approaches to illustrate the effectiveness and practicality of PFPLTS and the proposed decision-making method.

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具有心理偏好的动态毕达哥拉斯模糊概率语言TOPSIS方法及其在COVID-19疫苗接种中的应用
概率语言项集(PLTS)被广泛应用于语言信息不确定和犹豫的多准则群体决策问题。为了反映不同的偏好和不确定性,我们提出了一种新的以毕达哥拉斯模糊集(PFS)形式的概率PLTS,称为毕达哥拉斯模糊概率语言术语集(PFPLTS)。此外,考虑到信息的完整性、不确定性和决策者的偏好,介绍了PFPLTS的操作算子和聚合算子。然后,提出了基于最小偏差和对偶理想点向量投影的权重方法,该方法考虑了权重的时变特性,并结合了多维影响因素;其次,通过将心理空间划分为多个向量,提出心理距离度量。基于所提出的动态权重法、三种心理距离测度法和TOPSIS方法,我们开发了一种带有心理距离的动态毕达哥拉斯模糊概率语言TOPSIS方法(psych -TOPSIS),心理指数范围为1 ~ 40。最后,以COVID-19疫苗接种中心选址为例,与三种方法进行了比较,说明了PFPLTS及其决策方法的有效性和实用性。
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