DocumentCode :
654131
Title :
Exact inversion of TSK fuzzy systems with linear consequents
Author :
Ulu, Cenk ; Guzelkaya, Mujde ; Eksin, Ibrahim
Author_Institution :
Energy Inst., TUBITAK Marmara Res. Center, Gebze, Turkey
fYear :
2013
fDate :
Oct. 30 2013-Nov. 1 2013
Firstpage :
1
Lastpage :
4
Abstract :
In literature, there is no exact inversion method for TSK fuzzy systems with linear consequents. In this study, an analytical method is proposed for the exact inversion of TSK fuzzy systems with linear consequents of which input variables are described using strong triangular partitions. When strong triangular partitions are used, the universes of discourse of input variables are divided into specific regions. In the proposed method, linear equations of triangular membership functions of inversion variable and the rule consequents are directly used in the analytical formulation of TSK fuzzy system output. In this way, the output of the TSK fuzzy system can be expressed in a unique quadratic form in terms of the inversion variable for any region where only the parameters of the appropriate equations of triangular membership functions are embedded. Thus, the inverse solution is easily obtained for any region by using explicit solution of the quadratic equation. An illustrative example has been given to validate the proposed method.
Keywords :
fuzzy systems; nonlinear systems; analytical TSK fuzzy system output formulation; exact inversion method; inverse solution; inversion variable; linear consequents; linear equations; quadratic equation; triangular membership functions; triangular partitions; Control systems; Equations; Fuzzy systems; Input variables; Linearity; Mathematical model; Nonlinear systems; TSK fuzzy systems; fuzzy model inversion; linear consequents; strong triangular partitions;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information, Communication and Automation Technologies (ICAT), 2013 XXIV International Symposium on
Conference_Location :
Sarajevo
Type :
conf
DOI :
10.1109/ICAT.2013.6684090
Filename :
6684090
Link To Document :
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