Speed control of BLDC motor based on recurrent wavelet neural network
Joint Authors
Source
The Iraqi Journal of Electrical and Electronic Engineering
Issue
Vol. 10, Issue 2 (31 Dec. 2014), pp.118-129, 12 p.
Publisher
University of Basrah College of Engineering
Publication Date
2014-12-31
Country of Publication
Iraq
No. of Pages
12
Main Subjects
Topics
Abstract EN
In recent years, artificial intelligence techniques such as wavelet neural network have been applied to control the speed of the BLDC motor drive.
The BLDC motor is a multivariable and nonlinear system due to variations in stator resistance and moment of inertia.
Therefore, it is not easy to obtain a good performance by applying conventional PID controller.
The Recurrent Wavelet Neural Network (RWNN) is proposed, in this paper, with PID controller in parallel to produce a modified controller called RWNN-PID controller, which combines the capability of the artificial neural networks for learning from the BLDC motor drive and the capability of wavelet decomposition for identification and control of dynamic system and also having the ability of self-learning and self-adapting.
The proposed controller is applied for controlling the speed of BLDC motor which provides a better performance than using conventional controllers with a wide range of speed.
The parameters of the proposed controller are optimized using Particle Swarm Optimization (PSO) algorithm.
The BLDC motor drive with RWNN-PID controller through simulation results proves a better in the performance and stability compared with using conventional PID and classical WNN-PID controllers.
American Psychological Association (APA)
Ubayd, Adil A.& Salih, Amir L.. 2014. Speed control of BLDC motor based on recurrent wavelet neural network. The Iraqi Journal of Electrical and Electronic Engineering،Vol. 10, no. 2, pp.118-129.
https://search.emarefa.net/detail/BIM-437541
Modern Language Association (MLA)
Ubayd, Adil A.& Salih, Amir L.. Speed control of BLDC motor based on recurrent wavelet neural network. The Iraqi Journal of Electrical and Electronic Engineering Vol. 10, no. 2 ( 2014), pp.118-129.
https://search.emarefa.net/detail/BIM-437541
American Medical Association (AMA)
Ubayd, Adil A.& Salih, Amir L.. Speed control of BLDC motor based on recurrent wavelet neural network. The Iraqi Journal of Electrical and Electronic Engineering. 2014. Vol. 10, no. 2, pp.118-129.
https://search.emarefa.net/detail/BIM-437541
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 128-129
Record ID
BIM-437541