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PID Controller Parameter Optimized by Reformative Artificial Bee Colony Algorithm

Authors :
Hualong Du
Pengfei Liu
Qiuyu Cui
Xin Ma
He Wang
Source :
Journal of Mathematics, Vol 2022 (2022)
Publication Year :
2022
Publisher :
Hindawi Limited, 2022.

Abstract

The PID parameters determine the PID controller performance. A reformative artificial bee colony (RABC) algorithm is proposed for the PID parameter optimization problem. The algorithm balances the exploitation capability and exploration capability of the ABC algorithm by introducing a global optimal solution and improving the food source probability. The proposed algorithm is validated by simulation with six benchmark functions, and the results show that the RABC algorithm has higher search accuracy and faster search speed than other variants of the artificial bee colony algorithm. The RABC algorithm-optimized PID controller has better control with minimum overshoot and fast response, as verified by comparison with PSO-PID, DE-PID, and GA-PID methods in three typical systems.

Subjects

Subjects :
Mathematics
QA1-939

Details

Language :
English
ISSN :
23144785
Volume :
2022
Database :
Directory of Open Access Journals
Journal :
Journal of Mathematics
Publication Type :
Academic Journal
Accession number :
edsdoj.ff71180bf874d2db666af83db33e1bd
Document Type :
article
Full Text :
https://doi.org/10.1155/2022/3826702