Novel Distance Measures of q-Rung Orthopair Fuzzy Sets and Their Applications

Author:

Wang Donglai1,Yuan Yige1,Liu Zhe2ORCID,Zhu Sijia3ORCID,Sun Zhifang4

Affiliation:

1. School of Cyberspace Security, Hainan University, Haikou 570228, China

2. School of Computer Sciences, Universiti Sains Malaysia, Gelugor 11800, Malaysia

3. Cw Chu College, Jiangsu Normal University, Xuzhou 221116, China

4. College of Artificial Intelligence, Shandong University of Engineering and Vocational Technology, Jinan 250200, China

Abstract

The q-rung orthopair fuzzy sets (q-ROFSs), a novel concept for processing vague information, offer a more potent and all-encompassing method compared to traditional fuzzy sets, intuitionistic fuzzy sets, and Pythagorean fuzzy sets. The inclusion of the parameter q allows for the q-rung orthopair fuzzy sets to capture a broader range of uncertainty of information. In this paper, we present two novel distance measures for q-ROFSs inspired by the Jensen–Shannon divergence, called DJS_2D and DJS_3D, and we analyze some properties they satisfy, such as non-degeneracy, symmetry, boundedness, and triangular inequality. Then, the normalized distance measures, called DJS_2D˜ and DJS_3D˜, are proposed and we verify their rationality through numerical experiments. Finally, we apply the proposed distance measures to practical scenarios, including pattern recognition and multicriteria decision-making, and the results demonstrate the effectiveness of the proposed distance measures.

Publisher

MDPI AG

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