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