A novel approach based on similarity measure for the multiple attribute group decision-making problem in selecting a sustainable cryptocurrency

被引:2
|
作者
Yin, Wei [1 ]
Zhang, Mengyuan [1 ]
Zhu, Zheyi [2 ]
Zhang, Erhao [1 ]
机构
[1] Southeast Univ, Sch Econ & Management, Nanjing, Peoples R China
[2] Cardiff Metropolitan Univ, Cardiff Sch Management, Cardiff, Wales
关键词
Cryptocurrency; MAGDM; Sustainability evaluation; EDAS METHOD; FUZZY; ENERGY; INFORMATION; IMPACT;
D O I
10.1016/j.heliyon.2023.e16051
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Environmental impact and sustainability challenges in the cryptocurrencies has become increasingly examined in the literature. However, studies of the multiple attribute group decision making (MAGDM) method for major selection of cryptocurrencies in advancing sustainability are still at an early stage. In particular, research on the fuzzy-MAGDM method in the evaluation of sustainability in cryptocurrencies is scarce. This paper adds contributions by developing a novel MAGDM approach to evaluate the sustainability development of major cryptocurrencies. It pro-poses a similarity measure for interval-valued Pythagorean fuzzy numbers (IVPFNs) based on whitenisation weight function and membership function in grey systems theory for IVPFNs. It further developed a novel generalised interval-valued Pythagorean fuzzy weighted grey similarity (GIPFWGS) measure approach to provide a more rigorous evaluation in complex decision marking problem with embedding ideal solution and membership degree. It also conducts a sustainability evaluation model of major cryptocurrencies as a numerical application and per-forms a robustness assessment with different variations of the expert's weight to test how different values of parameter theta can affect the ranking results of alternatives. The results suggest that Stellar is the most sustainable cryptocurrency, while Bitcoin with its intensive energy con-sumption, high mining cost and high computing power provides the least effective support for its sustainable development. A comparative analysis with the average value method and Euclidean distance method was performed to validate the reliability of the proposed decision-making model and provides evidence that the GIPFWGS has better fault tolerance.
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页数:19
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