Multi-attribute decision-making based on novel Fermatean fuzzy similarity measure and entropy measure

被引:0
|
作者
Reham A. Alahmadi
Abdul Haseeb Ganie
Yousef Al-Qudah
Mohammed M. Khalaf
Abdul Hamid Ganie
机构
[1] Saudi Electronic University,Basic Sciences Department, College of Science and Theoretical Studies
[2] National Institute of Technology,Department of Mathematics
[3] Amman Arab University,Department of Mathematics, Faculty of Arts and Science
[4] Higher Institute of Engineering and Technology,Department of Mathematics
来源
Granular Computing | 2023年 / 8卷
关键词
Fuzzy set; Fermatean fuzzy set; t-Conorm; Similarity measure; Entropy measure; Multi-attribute decision-making;
D O I
暂无
中图分类号
学科分类号
摘要
To deal with situations involving uncertainty, Fermatean fuzzy sets are more effective than Pythagorean fuzzy sets, intuitionistic fuzzy sets, and fuzzy sets. Applications for fuzzy similarity measures can be found in a wide range of fields, including clustering analysis, classification issues, medical diagnosis, etc. The computation of the weights of the criteria in a multi-criteria decision-making problem heavily relies on fuzzy entropy measurements. In this paper, we employ t-conorms to suggest various Fermatean fuzzy similarity measures. We have also discussed all of their interesting characteristics. Using the suggested similarity measurements, we have created some new entropy measures for Fermatean fuzzy sets. By using numerical comparison and linguistic hedging, we have established the superiority of the suggested similarity metrics and entropy measures over the existing measures in the Fermatean fuzzy environment. The usefulness of the proposed Fermatean fuzzy similarity measurements is shown by pattern analysis. Last but not least, a novel multi-attribute decision-making approach is described that tackles a significant flaw in the order preference by similarity to the ideal solution, a conventional approach to decision-making, in a Fermatean fuzzy environment.
引用
收藏
页码:1385 / 1405
页数:20
相关论文
共 50 条
  • [1] Multi-attribute decision-making based on novel Fermatean fuzzy similarity measure and entropy measure
    Alahmadi, Reham A. A.
    Ganie, Abdul Haseeb
    Al-Qudah, Yousef
    Khalaf, Mohammed M. M.
    Ganie, Abdul Hamid
    [J]. GRANULAR COMPUTING, 2023, 8 (06) : 1385 - 1405
  • [2] A picture fuzzy similarity measure based on direct operations and novel multi-attribute decision-making method
    Ganie, Abdul Haseeb
    Singh, Surender
    [J]. NEURAL COMPUTING & APPLICATIONS, 2021, 33 (15): : 9199 - 9219
  • [3] A picture fuzzy similarity measure based on direct operations and novel multi-attribute decision-making method
    Abdul Haseeb Ganie
    Surender Singh
    [J]. Neural Computing and Applications, 2021, 33 : 9199 - 9219
  • [4] Multi-attribute decision-making based on similarity measure between picture fuzzy sets and the MARCOS method
    Rani, Pratibha
    Chen, Shyi-Ming
    Mishra, Arunodaya Raj
    [J]. INFORMATION SCIENCES, 2024, 658
  • [5] An Atanassov’s intuitionistic fuzzy multi-attribute group decision making method based on entropy and similarity measure
    Xia Liang
    Cuiping Wei
    [J]. International Journal of Machine Learning and Cybernetics, 2014, 5 : 435 - 444
  • [6] Multi-attribute decision making method based on Pythagorean Fuzzy set and similarity measure
    Zhang, Qiang
    Chen, Guoming
    Yan, Qimin
    Tan, Junyi
    Ge, Yang
    [J]. 2019 CHINESE AUTOMATION CONGRESS (CAC2019), 2019, : 490 - 493
  • [7] An Atanassov's intuitionistic fuzzy multi-attribute group decision making method based on entropy and similarity measure
    Liang, Xia
    Wei, Cuiping
    [J]. INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2014, 5 (03) : 435 - 444
  • [8] An innovative picture fuzzy distance measure and novel multi-attribute decision-making method
    Ganie, Abdul Haseeb
    Singh, Surender
    [J]. COMPLEX & INTELLIGENT SYSTEMS, 2021, 7 (02) : 781 - 805
  • [9] An innovative picture fuzzy distance measure and novel multi-attribute decision-making method
    Abdul Haseeb Ganie
    Surender Singh
    [J]. Complex & Intelligent Systems, 2021, 7 : 781 - 805
  • [10] Multi-Attribute Decision-Making with Independent Trapezoidal Intuitionistic Fuzzy Information Based on Risk Orientation and Similarity Measure
    Lin, Zhangxu
    Lin, Jian
    Xu, Zeshui
    Zhou, Yihong
    [J]. INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, 2024, 23 (05) : 1835 - 1875