Hellinger distance measures on Pythagorean fuzzy environment via their applications

IF 0.6 Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE International Journal of Knowledge-Based and Intelligent Engineering Systems Pub Date : 2024-02-26 DOI:10.3233/kes-230150
Zhe Liu
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Abstract

Pythagorean fuzzy sets (PFSs) are a versatile tool for handling uncertain problems and have proven effective in practical applications. However, many existing Pythagorean fuzzy distance measures have counter-intuitive situations, making it challenging to measure the difference between PFSs accurately. To address this issue, we propose two distance measures for PFSs inspired by the Hellinger distance measure. We also explore the properties of the proposed measures and provide several comparative examples with existing measures for PFSs, illustrating their superior performance in processing fuzzy information from PFSs. Finally, we further develop a new decision-making method on top of the proposed measures and evaluate its performance in two applications.
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毕达哥拉斯模糊环境上的海灵格距离度量及其应用
毕达哥拉斯模糊集(PFS)是处理不确定问题的一种通用工具,在实际应用中已被证明非常有效。然而,许多现有的毕达哥拉斯模糊距离度量方法都存在反直觉的情况,这使得精确测量 PFS 之间的差异具有挑战性。为了解决这个问题,我们受海灵格距离度量的启发,提出了两种 PFS 的距离度量。我们还探讨了所提测量方法的特性,并提供了几个与现有 PFS 测量方法的比较实例,说明它们在处理来自 PFS 的模糊信息时表现出色。最后,我们在提出的度量方法基础上进一步开发了一种新的决策方法,并在两个应用中对其性能进行了评估。
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CiteScore
2.10
自引率
0.00%
发文量
22
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