MultiFuzzTOPS: A Fuzzy Multi-Criteria Decision-Making Model Using Type-2 Soft Sets and TOPSIS

被引:0
|
作者
Manzoor, Shumaila [1 ]
Mustafa, Saima [2 ]
Gulzar, Kanza [3 ]
Gulzar, Asim [4 ]
Kazmi, Sadia Nishat [5 ]
Akber, Syed Muhammad Abrar [6 ]
Bukhsh, Rasool [7 ]
Aslam, Sheraz [8 ]
Mohsin, Syed Muhammad [7 ,9 ]
机构
[1] PMAS Arid Agr Univ, Dept Math & Stat, Rawalpindi 46000, Pakistan
[2] Rawalpindi Women Univ, Dept Math, Rawalpindi 46000, Pakistan
[3] PMAS Arid Agr Univ, Univ Inst Informat Technol, Rawalpindi 46000, Pakistan
[4] PMAS Arid Agr Univ, Dept Entomol, Rawalpindi 46000, Pakistan
[5] Silesian Tech Univ, Fac Automat Control Elect & Comp Sci, PL-44100 Gliwice, Poland
[6] Silesian Tech Univ, Fac Automat Control Elect & Comp Sci, Dept Comp Graph Vis & Digital Syst, PL-44100 Gliwice, Poland
[7] COMSATS Univ Islamabad, Dept Comp Sci, Islamabad 45550, Pakistan
[8] Cyprus Univ Technol, Dept Elect Engn Comp Engn & Informat, CY-3036 Limassol, Cyprus
[9] Virtual Univ Pakistan, Coll Intellectual Novitiates COIN, Lahore 55150, Pakistan
来源
SYMMETRY-BASEL | 2024年 / 16卷 / 06期
关键词
fuzzy multi-criteria decision-making (FMCDM); integrated pest management (IPM); symmetry; type-2 soft sets (T2SS); technique for order preference by similarity to ideal solution (TOPSIS);
D O I
10.3390/sym16060655
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Effective and optimal decision-making can enhance system performance, potentially leading to a positive reputation and financial gains. Multi-criteria decision-making (MCDM) is an important research topic widely applied to practical decision-making problems. Using the basic idea of symmetry to balance the arrangement where elements or features have an equality or similarity in distribution, MCDM provides robust decisions in such multi-dimensional complex issues. This study proposes MultiFuzzTOPS, a decision-making model to deal with complexity of multi-criteria decision-making. The proposed MultiFuzzTOPS leverages the fuzzy logic and soft sets such as type-2 soft sets (T2SS) and technique for order preference by similarity to ideal solution (TOPSIS) for decision-making. We validate the proposed model by implementing it to solve the pesticide selection problem in food science by considering various criteria for the selection of pesticides. Our proposed MultiFuzzTOPS recommends the best pesticide compared with its counterparts because it covers the maximum information for the selection of the best alternative. Results are ranked on the basis of the Hamming distance and similarity coefficient. We also validate the effectiveness by performing the sensitivity analysis, and the validation shows the reliability and effectiveness of our proposed model.
引用
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页数:19
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