Combination of linguistic Z-numbers and IF-THEN rules based on rectangular coordinate system

被引:0
|
作者
Chen, Huakun [1 ,2 ]
Jia, Qianlei [1 ,2 ]
Huang, Wei [1 ,2 ]
Shi, Jingping [1 ,2 ]
Safwat, Ehab [3 ]
机构
[1] Northwestern Polytech Univ, Sch Automat, Xian, Peoples R China
[2] Shaanxi Prov Key Lab Flight Control & Simulat Tec, Xian, Peoples R China
[3] Mil Tech Coll, Guidance Dept, Cairo, Egypt
基金
中国国家自然科学基金;
关键词
Linguistic Z-numbers; score function; rectangular coordinate system; distance measure; similarity measure; DECISION-MAKING METHOD; FUZZY-SETS;
D O I
10.3233/JIFS-223025
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
There is a growing body of literature that recognises the importance of Z-numbers proposed by Prof Zadeh. However, due to the complicated structure and short presentation time, many unknowns about Z-numbers still exist. To fill these gaps, this study aims to make use of rectangular coordinate system to express linguistic Z-numbers. Simultaneously, this study sets out to design a score function to quantify the information contained in different Z-numbers. Subsequently, distance measure and similarity measure are also presented from the perspective of coordinate system. Besides, linguistic discrete Z-numbers and belief rule base (BRB) model are combined to construct a novel reasoning model on the basis of implication operators. To verify the validity of the proposed method, three representative examples of epidemic level assessment, multicriteria group decision-making (MCGDM), and network security assessment are employed. The comparison with other widely used methods are performed to further demonstrate the superiority of the proposed method.
引用
收藏
页码:1251 / 1268
页数:18
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