Matching localization algorithm of nonlinear T-S fuzzy system constructed by the piecewise linear function

被引:1
作者
Wang, Guijun [1 ]
Zhang, Guoying [1 ]
机构
[1] Tianjin Normal Univ, Sch Math Sci, Tianjin 300387, Peoples R China
关键词
Piecewise linear function; Singleton fuzzifier; Nonlinear T-S fuzzy system; (mu)over-cap-integrable function; Matching-localization algorithm; APPROXIMATION PROPERTIES; UNIVERSAL APPROXIMATION; SMOOTH FUNCTIONS;
D O I
10.1007/s12652-017-0556-7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The piecewise linear function is a generalization of a segmentation linear functions with one variable in the multivariate case, which is an important tool to describe the relationships between fuzzy system and approximation function. Firstly, aiming at the -integrable function, the concrete method of constructing piecewise linear functions and their analytical expressions were introduced, furthermore, based on the piecewise linear functions, we constructed the nonlinear T-S fuzzy systems with a singleton fuzzifier in this paper. And then, we put forward the matching-localization algorithm of the fuzzy system based on the spatial positioning mode for the input variables in the domain. Finally, the effectiveness of the matching localization algorithm of the nonlinear T-S fuzzy system was verified by the means of the simulation example. The results show that the approximating ability of the fuzzy system to a <-integrable function can be adjusted by changing the subdivision parameters.
引用
收藏
页码:417 / 427
页数:11
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