Pregled bibliografske jedinice broj: 1194048
Optimization of Fuzzy Controller for Predictive Current Control of Induction Machine
Optimization of Fuzzy Controller for Predictive Current Control of Induction Machine // Electronics (Basel), 11 (2022), 1553, 20 doi:10.3390/electronics11101553 (međunarodna recenzija, članak, znanstveni)
CROSBI ID: 1194048 Za ispravke kontaktirajte CROSBI podršku putem web obrasca
Naslov
Optimization of Fuzzy Controller for Predictive
Current Control of Induction Machine
Autori
Varga, Toni ; Benšić, Tin ; Barukčić, Marinko ; Jerković Štil, Vedrana
Izvornik
Electronics (Basel) (2079-9292) 11
(2022);
1553, 20
Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni
Ključne riječi
induction machine ; ant colony optimization ; predictive current control ; fuzzy logic control ; Takagi–Sugeno
Sažetak
An optimization procedure for type 1 Takagi–Sugeno Fuzzy Logic Controller (FLC) parameter tuning is shown in this paper. Ant colony optimization is used to obtain the optimal controller parameters, and only a small amount of post-optimization parameter adjustment is needed. The choice of controller parameters is explained, along with the methodology behind the criterion for objective function value calculation. The optimized controller is implemented as an outer-loop speed controller for Predictive Current Control (PCC) of an induction machine. The performance of the proposed control method is compared with that of several other model predictive control methods. The results show a 55% decrease in speed tracking error and 74% decrease in torque overshoot.
Izvorni jezik
Engleski
Znanstvena područja
Elektrotehnika
POVEZANOST RADA
Projekti:
UIP-2017-05-8572 - Razvoj postupaka kosimulacija programskih alata za primjenu mekog računarstva u elektroenergetici (COPESOC) (Barukčić, Marinko, HRZZ - 2017-05) ( CroRIS)
Ustanove:
Fakultet elektrotehnike, računarstva i informacijskih tehnologija Osijek
Citiraj ovu publikaciju:
Časopis indeksira:
- Current Contents Connect (CCC)
- Web of Science Core Collection (WoSCC)
- Science Citation Index Expanded (SCI-EXP)
- Social Science Citation Index (SSCI)
- SCI-EXP, SSCI i/ili A&HCI
- Scopus