Journal Article

·2025

Investigation of the Effect of Apex Point Variation on the Performance of a Single-Input Interval Type-3 Fuzzy PD Controller

İhsan Şahin YTU , Cenk Ulu YTU

Abstract

Triangular interval type-3 fuzzy sets (IT3-FSs) have four major design parameters which are the alpha-cuts, apex point, fuzziness parameter, and the height of the lower membership function. In this study, we have investigated the effect of the apex point variation on the performance of a single-input interval type-3 fuzzy PD (SIT3-FPD) controller. SIT3-FPD controllers are designed with varying apex point values. In all controllers, the input membership functions are composed of triangular interval type-3 fuzzy sets, while the output membership functions consist of singleton values. To evaluate the performance of the designed controllers, single input interval type-2 fuzzy PD (SIT2-FD) and conventional PD controllers are additionally developed. For fair comparison, the gains of the conventional PD controller have been tuned using a Genetic Algorithm (GA), and the obtained gain values have been applied to all controllers. The performances of all controllers are tested on a nonlinear system. Simulation results have shown that when apex point approaches zero, the SIT3-FPD controller exhibits more robust performance, whereas as the apex point approaches one, its performance resembles that of the SIT2-FPD controller.

Keywords

Control theory (sociology) Apex (geometry) Interval (graph theory) Controller (irrigation) Fuzzy logic Fuzzy control system Point (geometry) Mathematics

Subject Areas

Fuzzy Logic and Control Systems ·Artificial Intelligence ·Physical Sciences
Fuzzy Systems and Optimization ·Statistics and Probability ·Physical Sciences
Neural Networks and Applications ·Artificial Intelligence ·Physical Sciences