Multi-Layer Decision Methodology For Ranking Z-Numbers

被引:55
|
作者
Abu Bakar, Ahmad Syafadhli [1 ]
Gegov, Alexander [1 ]
机构
[1] Univ Portsmouth, Sch Comp, Portsmouth PO1 3HE, Hants, England
关键词
standardised generalised fuzzy numbers; ranking Z - numbers; consistency with human intuition; Z; -; numbers; GENERALIZED FUZZY NUMBERS; HEIGHTS;
D O I
10.1080/18756891.2015.1017371
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The new concept of a Z - number has been recently introduced in decision making analysis. This concept is capable of effectively dealing with uncertainty in information about a decision. As this concept is relatively new in fuzzy sets, its underlying theoretical aspects have not been established yet. In this paper, a multi-layer methodology for ranking Z - numbers is proposed for the first time. This methodology consists of two layers: Z - number conversion as the first layer and fuzzy number ranking as the second layer. In this study, the conversion methodology of Z - numbers into fuzzy numbers is extended to conversion into standardised generalised fuzzy number so that the methodology is applicable to both positive and negative data values. The methodology is validated by means of thorough comparison with some established ranking methods for consistency purposes. This methodology is considered as a generic decision making procedure, especially when Z - numbers are applied to real decision making problems.
引用
收藏
页码:395 / 406
页数:12
相关论文
共 50 条
  • [21] Z-Numbers and Applications
    Aliev, Rafik
    Kreinovich, Vladik
    Turksen, Burhan
    Bonfig, Karl Walter
    INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2018, 24 (01): : 145 - 146
  • [22] A Decade of the Z-Numbers
    Banerjee, Romi
    Pal, Sankar K.
    Pal, Jayanta Kumar
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2022, 30 (08) : 2800 - 2812
  • [23] A Note on Z-numbers
    Zadeh, Lotfi A.
    INFORMATION SCIENCES, 2011, 181 (14) : 2923 - 2932
  • [24] The Application of Z-Numbers in Fuzzy Decision Making: The State of the Art
    Alam, Nik Muhammad Farhan Hakim Nik Badrul
    Khalif, Ku Muhammad Naim Ku
    Jaini, Nor Izzati
    Gegov, Alexander
    INFORMATION, 2023, 14 (07)
  • [26] A new method for solving linear programming problems using Z-numbers' ranking
    Hasankhani, Fatemeh
    Daneshian, Behrouz
    Allahviranloo, Tofigh
    Khiyabani, Farzin Modarres
    MATHEMATICAL SCIENCES, 2023, 17 (02) : 121 - 131
  • [27] A new method for solving linear programming problems using Z-numbers’ ranking
    Fatemeh Hasankhani
    Behrouz Daneshian
    Tofigh Allahviranloo
    Farzin Modarres Khiyabani
    Mathematical Sciences, 2023, 17 : 121 - 131
  • [28] The arithmetic of discrete Z-numbers
    Aliev, R. A.
    Alizadeh, A. V.
    Huseynov, O. H.
    INFORMATION SCIENCES, 2015, 290 : 134 - 155
  • [29] The arithmetic of continuous Z-numbers
    Aliev, R. A.
    Huseynov, O. H.
    Zeinalova, L. M.
    INFORMATION SCIENCES, 2016, 373 : 441 - 460
  • [30] A new approach to Zadeh's Z-numbers: Mixed-discrete Z-numbers
    Massanet, Sebastia
    Vicente Riera, Juan
    Torrens, Joan
    INFORMATION FUSION, 2020, 53 : 35 - 42