Distance and similarity measures on belief and plausibility under q-rung orthopair fuzzy sets with applications

被引:2
|
作者
Hussain, Rashid [1 ]
Hussain, Zahid [1 ]
Sarhan, Nadia M. [2 ,3 ]
Juraev, Nizomiddin [4 ,5 ]
Ur Rahman, Shams [1 ]
机构
[1] Karakoram Int Univ, Dept Math Sci, Gilgit Baltistan, Pakistan
[2] Al Azhar Univ, Fac Commerce, Dept Stat, Cairo, Egypt
[3] King Saud Univ, Coll Business Adm, Quantitat Anal Dept, Riyadh, Saudi Arabia
[4] New Uzbekistan Univ, Fac Chem Engn, Tashkent, Uzbekistan
[5] Tashkent State Pedag Univ, Tashkent, Uzbekistan
来源
SCIENTIFIC REPORTS | 2024年 / 14卷 / 01期
关键词
q-ROFSs; Belief and plausibility; Pattern recognition; Clustering; MCDM; OBP-GRA; MULTICRITERIA DECISION-MAKING; PYTHAGOREAN MEMBERSHIP GRADES; AGGREGATION OPERATORS; RECOGNITION;
D O I
10.1038/s41598-024-66555-3
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
Belief and plausibility functions based on evidence theory (ET) have been widely used in managing uncertainty. Various generalizations of ET to fuzzy sets (FSs) have been reported in the literature, but no generalization of ET to q-rung orthopair fuzzy sets (q-ROFSs) has been made yet. Therefore, this paper proposes a novel, simple, and intuitive approach to distance and similarity measures for q-ROFSs based on belief and plausibility functions within the framework of ET. This research addresses a significant research gap by introducing a comprehensive framework for handling uncertainty in q-ROFSs using ET. Furthermore, it acknowledges the limitations inherent in the current state of research, notably the absence of generalizations of ET to q-ROFSs and the challenges in extending belief and plausibility measures to certain aggregation operators and other generalizations including Hesitant fuzzy sets, Bipolar fuzzy sets, Fuzzy soft sets etc. Our contribution lies in the proposal of a novel approach to distance and similarity measures for q-ROFSs under ET, utilizing Orthopairian belief and plausibility intervals (OBPIs). We establish new similarity measures within the generalized ET framework and demonstrate the reasonability of our method through useful numerical examples. Additionally, we construct Orthopairian belief and plausibility GRA (OBP-GRA) for managing daily life complex issues, particularly in multicriteria decision-making scenarios. Numerical simulations and results confirm the usability and practical applicability of our proposed method in the framework of ET.
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页数:19
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