4.3 Article

A Hybrid Picture Fuzzy Similarity Measure and Improved VIKOR Method

Publisher

SPRINGERNATURE
DOI: 10.1007/s44196-022-00165-7

Keywords

Picture fuzzy set; Similarity measure; Pattern recognition; Picture fuzzy VIKOR method

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In this paper, a hybrid picture fuzzy similarity measure is proposed, which combines the Hamming distance and the transformed tetrahedral centroid distance. Numerical examples and applications of pattern recognition demonstrate the advantages of the proposed measure over existing similarity measures. Furthermore, the effectiveness and practicability of an improved VIKOR method based on the proposed similarity measure are illustrated through a case study.
Picture fuzzy set (PFS) can intuitively express the answers of yes , neutral , no and reject , which have strong advantages in solving uncertain information. The similarity measure is an effective tool to determine the relationship between two picture fuzzy sets (PFSs). In this paper, we propose a hybrid picture fuzzy (PF) similarity measure which combines the Hamming distance and the transformed tetrahedral centroid distance and verifies that it satisfies the four properties of the similarity measure. The proposed and existing picture fuzzy similarity measures are compared and investigated through numerical examples and some applications of pattern recognition. The results show that the proposed similarity measure not only produces no unreasonable results, but also overcomes the shortcomings of the existing similarity measures. Furthermore, we investigate an improved VIKOR method based on the proposed similarity measure of PFS. Finally, through an example, several multi-attribute decision-making (MADM) methods are compared and analyzed to illustrate the effectiveness and practicability of the improved VIKOR method.

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