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Analysis of the difference between footprints of uncertainty for interval type-2 fuzzy PI controllers.
- Source :
- Soft Computing - A Fusion of Foundations, Methodologies & Applications; Oct2022, Vol. 26 Issue 19, p9993-10005, 13p
- Publication Year :
- 2022
-
Abstract
- Appropriate Footprints of Uncertainty (FOUs) are crucial to the ability of Interval Type-2 (IT2) Fuzzy PI Controllers (FPICs) to deal with system uncertainty; hence how to quickly and accurately determine the right FOUs is important to the designer. In this research, the effects of increasing the difference between two FOUs of IT2 FPICs, on computing the firing intervals, on switch points of KM type-reducer and on close-form solution of output, are studied. It is proven that as the difference between two FOUs increases: around the convergence point, the control laws gradually become fewer; the number of combinations of switch points is gradually decreasing (the output form of the KM type-reducer will no longer change); the variable gain of IT2 FPIC K<subscript>p</subscript> decreases monotonously, and K<subscript>i</subscript> increases monotonously in input space. A guideline for designing FOUs is provided, as the difference increases. The position control experiments and simulations are carried out, in order to illustrate the presented findings. [ABSTRACT FROM AUTHOR]
- Subjects :
- UNCERTAINTY (Information theory)
DESIGNERS
Subjects
Details
- Language :
- English
- ISSN :
- 14327643
- Volume :
- 26
- Issue :
- 19
- Database :
- Complementary Index
- Journal :
- Soft Computing - A Fusion of Foundations, Methodologies & Applications
- Publication Type :
- Academic Journal
- Accession number :
- 159055307
- Full Text :
- https://doi.org/10.1007/s00500-022-07386-0