Optimization of PID parameters based on genetic algorithm optimization for ball and beam system

Joint Authors

Ahmad, Abd al-Salam Ali
al-Dib, Ahsin Nasir
al-Bagul, Abd al-Ghani
al-Ghaytah, Rajab

Source

African Journal of Advanced Pure and Applied Sciences

Issue

Vol. 2, Issue 2 (30 Apr. 2023), pp.191-199, 9 p.

Publisher

African Academy of Advanced Studies

Publication Date

2023-04-30

Country of Publication

Libya

No. of Pages

9

Main Subjects

Electronic engineering

Abstract EN

This paper applies genetics algorithms (GA) for tuning PID controller of ball and beam system.

PID controller is used to control the output position of the system.

a process model of the ball and beam system is defined based on its mathematical model.

using this model, an offline PID parameters optimization based on GA is done.

the chromosome in GA represents PID parameters namely proportional gain (Kp), integral gain (Ki), and derivative gain (Kd).

the objective functions are settling time and overshoot.

the experimental results show that the step response of this GA-based PID controller has superior performance than it using PSO and trial and error.

American Psychological Association (APA)

al-Dib, Ahsin Nasir& al-Bagul, Abd al-Ghani& Ahmad, Abd al-Salam Ali& al-Ghaytah, Rajab. 2023. Optimization of PID parameters based on genetic algorithm optimization for ball and beam system. African Journal of Advanced Pure and Applied Sciences،Vol. 2, no. 2, pp.191-199.
https://search.emarefa.net/detail/BIM-1507604

Modern Language Association (MLA)

al-Dib, Ahsin Nasir…[et al.]. Optimization of PID parameters based on genetic algorithm optimization for ball and beam system. African Journal of Advanced Pure and Applied Sciences Vol. 2, no. 2 (Apr. / Jun. 2023), pp.191-199.
https://search.emarefa.net/detail/BIM-1507604

American Medical Association (AMA)

al-Dib, Ahsin Nasir& al-Bagul, Abd al-Ghani& Ahmad, Abd al-Salam Ali& al-Ghaytah, Rajab. Optimization of PID parameters based on genetic algorithm optimization for ball and beam system. African Journal of Advanced Pure and Applied Sciences. 2023. Vol. 2, no. 2, pp.191-199.
https://search.emarefa.net/detail/BIM-1507604

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references : p. 199

Record ID

BIM-1507604