A consensus model with bipolar fuzzy archimedean-dombi operators for group decision-making

被引:3
|
作者
Roy, Aniruddha [1 ]
Saha, Abhijit [2 ]
Chatterjee, Prasenjit [3 ]
Dutta, Debjit [1 ]
Rastogi, Ravi [4 ]
Kottapalli, Rajyalakshmi [4 ]
机构
[1] NIT Arunachal Pradesh, Dept Basic & Appl Sci, Papum Pare 791112, Arunachal Prade, India
[2] SRM Inst Sci & Technol SRMIST, Dept Comp Technol, Kattankulathur 603203, Tamilnadu, India
[3] Vilnius Gediminas Tech Univ, Inst Sustainable Construct, Fac Civil Engn, Lab Operat Res, Vilnius, Lithuania
[4] Koneru Lakshmiah Educ Fdn, Coll Engn, Dept Comp Sci & Engn, Vaddeswaram 522302, AP, India
关键词
Bipolar fuzzy sets; Archimedean-Dombi operators; Consensus reaching; Grey correlation coefficient; Open-source software LMS selection; AGGREGATION OPERATORS;
D O I
10.1007/s00500-023-08750-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a new approach for consensus-based group decision making using bipolar fuzzy sets (BFSs). BFSs are effective tools for handling bipolarity and fuzziness, and they have been applied in various fields such as artificial intelligence, data science, and economics. However, there are currently no aggregation operators (AOs) that can aggregate criteria values in a bipolar fuzzy (BF) environment with the desired flexibility and generality, nor any consensus-reaching process proposed to capture the uncertainty of information when some experts are biased. To address these issues, the paper proposes bipolar fuzzy (BF) Archimedean-Dombi weighted aggregation operators (AOs) based consensus decision-making approach. The BF Archimedean-Dombi weighted averaging (BFADWA) and BF Archimedean-Dombi weighted geometric (BFADWG) AOs are proposed, and a consensus-based group decision-making methodology is developed. The criteria weights are calculated using Grey Correlation Coefficient. A case study with four experts is conducted to assess four Open-Source Software Learning Management Systems over a range of nine criteria. To confirm the consistency of the methodology, a comparative study is performed with other existing tools based on BF Dombi weighted averaging and geometric AOs, BF Hamacher weighted averaging and geometric AOs. Results show that the method generates the same ranking order and is more realistic and flexible. The proposed method can be applied to various fields where consensus-based group decision-making is required, providing a new perspective for handling uncertainty and bias in decision-making.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] Complex Spherical Dombi Fuzzy Aggregation Operators for Decision-Making
    Akram, Muhammad
    Khan, Ayesha
    Karaaslan, Faruk
    JOURNAL OF MULTIPLE-VALUED LOGIC AND SOFT COMPUTING, 2021, 37 (5-6) : 503 - 531
  • [2] Multi-Attribute Decision-Making Using Hesitant Fuzzy Dombi-Archimedean Weighted Aggregation Operators
    Liu, Peide
    Saha, Abhijit
    Dutta, Debjit
    Kar, Samarjit
    INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2021, 14 (01) : 386 - 411
  • [3] Bipolar fuzzy Dombi aggregation operators and its application in multiple-attribute decision-making process
    Jana, Chiranjibe
    Pal, Madhumangal
    Wang, Jian-qiang
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2019, 10 (09) : 3533 - 3549
  • [4] Cubic bipolar fuzzy Dombi averaging aggregation operators with application to multi-criteria decision-making
    Riaz, Muhammad
    Habib, Anam
    Aslam, Muhammad
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2021, 41 (02) : 3373 - 3393
  • [5] Bipolar fuzzy Dombi aggregation operators and its application in multiple-attribute decision-making process
    Chiranjibe Jana
    Madhumangal Pal
    Jian-qiang Wang
    Journal of Ambient Intelligence and Humanized Computing, 2019, 10 : 3533 - 3549
  • [6] Bipolar fuzzy Dombi prioritized aggregation operators in multiple attribute decision making
    Chiranjibe Jana
    Madhumangal Pal
    Jian-qiang Wang
    Soft Computing, 2020, 24 : 3631 - 3646
  • [7] Pythagorean Dombi fuzzy aggregation operators with application in multicriteria decision-making
    Akram, Muhammad
    Dudek, Wieslaw A.
    Dar, Jawaria Mohsan
    INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2019, 34 (11) : 3000 - 3019
  • [8] Bipolar fuzzy Dombi prioritized aggregation operators in multiple attribute decision making
    Jana, Chiranjibe
    Pal, Madhumangal
    Wang, Jian-qiang
    SOFT COMPUTING, 2020, 24 (05) : 3631 - 3646
  • [9] Probabilistic dual hesitant Archimedean-Dombi operators for selection of sustainable materials
    Soni, Abhishek
    Nateriya, Raman
    Senapati, Tapan
    SOFT COMPUTING, 2023,
  • [10] Spherical fuzzy Dombi power Heronian mean aggregation operators for multiple attribute group decision-making
    Zhang, Huiyuan
    Wei, Guiwu
    Chen, Xudong
    COMPUTATIONAL & APPLIED MATHEMATICS, 2022, 41 (03):