Derivation and structural analysis of a three-input interval type-2 TS fuzzy PID controller

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초록

Showing superior performance in many areas, interval type-2 (IT2) fuzzy control has received wide acceptability in the last few years. The improved performance is mainly by virtue of the footprint of uncertainty (FoU) underlying the IT2 fuzzy sets. But the design of IT2 fuzzy controllers remains a challenging task since the FoU increases the computational complexity. We propose in this paper a simplified structure of a novel three-input IT2 Takagi-Sugeno (TS) fuzzy PID controller, a parallel combination of fuzzy PI and fuzzy PD controllers having two inputs, respectively. A novel TS rule base is presented which incorporates uncertainty in both input IT2 fuzzy sets and the rule consequent parameters. The rule base consists of two rules that are logically connected with algebraic product (AP) triangular norm and bounded sum (BS) triangular co-norm. AP and BS operators enable the simplification of the input plane, which in turn reduces the complexity of the controller structure. The effect of FoU on the controller structure is fully investigated. Further, we present the simulation studies on magnetic levitation (MagLev) and cart-pole systems to demonstrate the applicability of the proposed fuzzy PID controller.

키워드

Interval type-2 fuzzy control; Takagi-Sugeno (TS)controller; Variable structure controller; Three-term controller; Analytical structure; COMPUTATIONAL COST; STABILITY ANALYSIS; LOGIC SYSTEMS; PERFORMANCE; DESIGN
제목
Derivation and structural analysis of a three-input interval type-2 TS fuzzy PID controller
저자
Raj, Ritu; Mohan, B. M.; Lee, Dong-Eun; Yang, Jung-Min
DOI
10.1007/s00500-021-06601-8
발행일
2022-01
유형
Article
저널명
Soft Computing
권
26
호
2
페이지
589 ~ 603