Title
Local consistency adjustment strategy and DEA - driven interval type-2 trapezoidal fuzzy decision-making model and its application for fog-haze factor assessment problem
Abstract
This paper aims to develop a novel decision-making method with interval type-2 trapezoidal fuzzy preference (IT2TrFPR), which can deal with the complex decision information presented in the form of interval type-2 trapezoidal fuzzy numbers. In this paper, we mainly propose a novel interval type-2 trapezoidal fuzzy decision-making method with local consistency adjustment strategy and data envelopment analysis (DEA). Considering the harm of fog-haze pollution to the environment and human life, we apply the decision-making method to the problem about influence factors of for-haze weather. Firstly, we introduce the definition of IT2TrFPR that sufficiently expresses the uncertainty of original decision-making information. After that, we show the definition of the order consistency and additive consistency for IT2TrFPR. Considering that the original IT2TrFPR given by decision-makers usually does not satisfy the characteristic of consistency, to transform the unacceptable additive consistent IT2TrFPRs into acceptable ones, we design a consistency-improving algorithm that uses the local adjustment approach to preserve the original decision-making information as much as possible and avoids the original information loss. Then, an output-oriented interval type-2 trapezoidal fuzzy DEA model and the concept for quasi interval type-2 trapezoidal fuzzy priority weight are developed to derive the interval type-2 trapezoidal fuzzy priority weight vector (IT2TrFPW) and obtain the final ranking result of alternatives. Finally, the effectiveness of the proposed decision-making method is demonstrated by a numerical example of selecting the most crucial fog-haze influence factor. Meanwhile, we also conduct a comparative analysis by comparing our method with the existing methods to show some merits of the proposed method.
Year
DOI
Venue
2022
10.1007/s10489-021-02354-x
APPLIED INTELLIGENCE
Keywords
DocType
Volume
Decision-making method, Interval type-2 trapezoidal fuzzy preference relation, Additive consistency, Data envelopment analysis
Journal
52
Issue
ISSN
Citations 
2
0924-669X
0
PageRank 
References 
Authors
0.34
0
4
Name
Order
Citations
PageRank
Jinpei Liu100.34
Yun Zheng25911.91
Feifei Jin300.34
Huayou Chen495546.66