DocumentCode
574669
Title
Observer design for discrete type-1 and type-2 TSK fuzzy systems
Author
Fadali, Mohammed Sami ; Jafarzadeh, Saeed
Author_Institution
Electr. & Biomed. Eng. Dept., Univ. of Nevada Reno, Reno, NV, USA
fYear
2012
fDate
27-29 June 2012
Firstpage
5616
Lastpage
5621
Abstract
This paper proposes a new observer design methodology for type-1 and type-2 Takagi-Sugeno-Kang (TSK) fuzzy systems. The design methodology does not require a common Lyapunov function and is therefore applicable to systems with non-detectable consequents. Our observers include fuzzy observers as well as constant gain observers. The observers are exponentially stable and the designer can specify the rate of exponential convergence. The observer designs can be tested using linear matrix inequalities (LMIs). The design methodology is demonstrated using two examples, the Tora system and the inverted pendulum. The results show that the observer design provides good estimates of the state even if the system has non-detectable consequents.
Keywords
Lyapunov methods; asymptotic stability; discrete systems; fuzzy systems; linear matrix inequalities; nonlinear systems; observers; pendulums; LMI; Lyapunov function; Tora system; constant gain observers; discrete type-1 TSK fuzzy systems; discrete type-2 TSK fuzzy systems; exponential convergence; exponentially stable observers; fuzzy observers; inverted pendulum; linear matrix inequality; nondetectable consequents; observer design methodology; observer designs; state estimation; type-1 Takagi-Sugeno-Kang fuzzy systems; type-2 Takagi-Sugeno-Kang fuzzy systems; Convergence; Design methodology; Fuzzy systems; Lyapunov methods; Observers; Stability analysis; Vectors; State observer; TSK Systems; Type-2 Fuzzy Systems;
fLanguage
English
Publisher
ieee
Conference_Titel
American Control Conference (ACC), 2012
Conference_Location
Montreal, QC
ISSN
0743-1619
Print_ISBN
978-1-4577-1095-7
Electronic_ISBN
0743-1619
Type
conf
DOI
10.1109/ACC.2012.6315256
Filename
6315256
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