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Genetic Algorithm-Based Parametrization of a PI Controller for DC Motor Control (CROSBI ID 308136)

Prilog u časopisu | izvorni znanstveni rad | međunarodna recenzija

Mavrinac, Marko ; Lorencin, Ivan ; Car, Zlatan ; Šercer, Mario Genetic Algorithm-Based Parametrization of a PI Controller for DC Motor Control // Tehnički glasnik, 16 (2022), 1; 16-22. doi: 10.31803//tg-20201119185015

Podaci o odgovornosti

Mavrinac, Marko ; Lorencin, Ivan ; Car, Zlatan ; Šercer, Mario

engleski

Genetic Algorithm-Based Parametrization of a PI Controller for DC Motor Control

This paper analyses the application of a genetic algorithm (GA) for the purpose of designing the control system with separately excited DC motor controlled according to the rotor angle. The presented research is based on the utilization of a mathematical model designed with separate electrical and mechanical sub- systems. Such an approach allows fine-tuning of PID controllers by using an evolutionary procedure, mainly GA. For purpose of PID tuning, the new fitness function which combines several step response parameters with the aim of forming a unique surface which is then minimized with a genetic algorithm. From the results, it can be seen that the elitism-based algorithm achieved better results compared to the eligibility-based selection. Such an algorithm achieved a fitness value of 0.999982 resulting in a steady-state error of 0.000584 rad. The obtained results indicate the possibility of applying a GA in the parameterization of the PID controller for DC motor control.

Control system design ; Fitness score ; Genetic algorithm ; PID control ; separately excited DC motor

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Podaci o izdanju

16 (1)

2022.

16-22

objavljeno

1848-5588

10.31803//tg-20201119185015

Povezanost rada

Elektrotehnika, Računarstvo, Strojarstvo, Temeljne tehničke znanosti

Poveznice