Grey Wolf Optimization for Position Control of a Direct Current Motor Driven by Feedback Linearization Method

Izdanje: Sinteza 2022 - International Scientific Conference on Information Technology and Data Related Research

DOI: 10.15308/Sinteza-2022-36-43

Oblast: Theoretical Computer Science and Artificial Intelligence Session

Stranice: 36-43

Link: https://portal.sinteza.singidunum.ac.rs/paper/840

Apstrakt:
Several studies dealing with position control of the DC motor have reported issues concerning friction force. This article demonstrates a nonlinear control and optimization strategy for position control of a series servo motor. Once it is empirically verified that the linear model does not adequately reflect the system, the model is upgraded from linear to nonlinear. In the course of the research, the nonlinear feedback linearizing the controller's behavior is examined. A grey wolf metaheuristic optimization algorithm is used to find the coefficients of the controller's gains. In this way, modern methods are applied to take a fresh look at the existing problem. Furthermore, performance for various targeted output signals is compared to show the approach proposed in the study. Also, a comparative analysis with whale optimization algorithm is performed. The experimental results acquired on the stated system are shown, and they validate the usage of the nonlinear control, demonstrating the effectiveness of using optimum feedback linearization in electrical machines.
Ključne reči: Nonlinear Model and Control, Grey Wolf Optimization, Feedback Linearization Approach
Priložene datoteke:
  • 36-43 ( veličina: 598,9 KB, broj pregleda: 151 )

Preuzimanje citata:

BibTeX format
@article{article,
  author  = {M. Vesović and R. Jovanović}, 
  title   = {Grey Wolf Optimization for Position Control of a Direct Current Motor Driven by Feedback Linearization Method},
  journal = {Sinteza 2022 - International Scientific Conference on Information Technology and Data Related Research},
  year    = 2022,
  pages   = {36-43},
  doi     = {10.15308/Sinteza-2022-36-43}
}
RefWorks Tagged format
RT Conference Proceedings
A1 Mitra Vesović
A1 Radiša Jovanović
T1 Grey Wolf Optimization for Position Control of a Direct Current Motor Driven by Feedback Linearization Method
AD Univerzitet Singidunum, Beograd, Beograd, Srbija
YR 2022
NO doi: 10.15308/Sinteza-2022-36-43
Unapred formatirani prikaz citata
M. Vesović and R. Jovanović, Grey Wolf Optimization for Position Control of a Direct Current Motor Driven by Feedback Linearization Method, Univerzitet Singidunum, Beograd, 2022, doi:10.15308/Sinteza-2022-36-43