Online Tuning Mechanism for Single Input Interval Type-2 Fuzzy PID Controller


Şahin İ., ULU C.

7th International Conference on Intelligent and Fuzzy Systems, INFUS 2025, İstanbul, Türkiye, 29 - 31 Temmuz 2025, cilt.1531 LNNS, ss.12-19, (Tam Metin Bildiri) identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Cilt numarası: 1531 LNNS
  • Doi Numarası: 10.1007/978-3-031-98304-7_2
  • Basıldığı Şehir: İstanbul
  • Basıldığı Ülke: Türkiye
  • Sayfa Sayıları: ss.12-19
  • Anahtar Kelimeler: Nonlinear system, Online tuning, Robustness, Single input interval type-2 fuzzy PID
  • Yıldız Teknik Üniversitesi Adresli: Evet

Özet

In this study, an online tuning mechanism for single-input interval type-2 fuzzy PID (OTM-SIT2-FPID) controller has been designed. Interval type-2 fuzzy logic controllers exhibit better performance due to the footprint of uncertainty (FOU) in their interval type-2 fuzzy sets (IT2-FSs). In our study, the FOU was dynamically adjusted online by defining a function which consists of the system error. The system error serves as the input to the OTM-SIT2-FPID controller, while the control signal represents its output. Input variables of the proposed controller are defined by the three triangular interval type-2 fuzzy membership functions, whereas its output variables are characterized by three singleton membership functions. To assess the performance of the proposed controller (OTM-SIT2-FPID), both a single-input interval type-2 fuzzy PID (SIT2-FPID) and a PID controller were also designed. Simulation studies conducted on a nonlinear system under output disturbances demonstrate that the OTM-SIT2-FPID controller exhibits superior robustness and performance compared to the SIT2-FPID and conventional PID controllers.