Type-2 interval-valued intuitionstic fuzzy matrix game and application to energy vehicle industry development

被引:9
|
作者
Dong, Jiu-ying [1 ]
Wan, Shu-ping [2 ]
机构
[1] Shanghai Inst Technol, Sch Sci, Shanghai 201418, Peoples R China
[2] Shanghai Univ Engn Sci, Sch Management, Shanghai 201620, Peoples R China
关键词
Matrix game; Type-2 interval-valued intuitionstic fuzzy sets; Hamacher operations; New energy vehicle industry development; HAMACHER AGGREGATION OPERATORS; GOVERNMENT SUBSIDIES PROMOTE; PROGRAMMING MODELS; PAYOFFS; NUMBERS; CHINA;
D O I
10.1016/j.eswa.2024.123398
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Game theory is a powerful tool in modeling actual decision-making problems. In many cases, it is difficult for players to give a crisp value of payoff. To conquer this issue, various extensions of fuzzy sets have been introduced to represent the payoffs. Although type-2 intuitionistic fuzzy (T2IF) set (T2IFS) can solve the game problem effectively, sometimes players prefer to give the primary (secondary) membership and non-membership degrees with some approximate ranges rather than crisp values. T2IFS cannot express such uncertain payoffs. Thus, this paper initiates a new concept called type-2 interval-valued intuitionistic fuzzy (T2IVIF) set (T2IVIFS) which has stronger ability than T2IFS and interval-valued intuitionistic fuzzy set (IVIFS) in representing uncertain information. Hamacher operations of T2IVIFSs are given. Hamming and Euclidean distances between T2IVIFSs are defined respectively. Some Hamacher aggregation operators for T2IVIFSs are developed and some desirable properties are analyzed. Afterwards, an effective method is proposed for solving T2IVIF matrix game, which can make game results more accurate and reliable. An example of new energy vehicle industry development is provided to validate the proposed T2IVIF matrix game. Comparative analyses reveal that the matrix game in T2IVIF environment has better flexibility and reliability than that in T2IF and IVIF environments.
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收藏
页数:27
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