Investigation of type 1 and type 2 fuzzy logic controllers performance: application of speed control of BLDC motor

Author:

Karabacak Yusuf1,Yaşar Ali2,Saritaş İsmail3

Affiliation:

1. Land Forces NCO Vocational School, National Defence University, Balíkesir, Türkiye

2. Mechatronic Engineering Department, Faculty of Technology, Selcuk University, Konya, Türkiye

3. Electrical and Electronics Engineering Department, Faculty of Technology, Selcuk University, Konya, Türkiye

Abstract

In this paper, a simulation study enhanced to model that the speed control of brushless direct current (BLDC) motors used in electric vehicles with intelligent control methods. The simulation study was prepared in Matlab/Simulink environment. The first control method is Type-1 fuzzy logic control (T1FLC), and the second control method is the Intermittent Type-2 fuzzy logic control (IT2FLC) model. Membership functions for different membership numbers have been created for both types of FLC models. These are 3×3, 5×5, 7×7. Control methods are prepared in Matlab/M-file environment. The model is defined as the input variable of the error, which is the difference between the reference speed and the motor speed, and the output variable of the Pulse Width Modulation (PWM) signal applied to the motor. The simulation study maintains the speed of the BLDC motor up to the reference speed with T1FLC and IT2FLC controllers, depending on the reference speed and applied load values. Depending on the number of different memberships, the effects of controller performances on the control of motor speed have been observed. The graphs and findings of the experiment are shown in the results and discussion section.

Publisher

IOS Press

Subject

Artificial Intelligence,General Engineering,Statistics and Probability

Reference37 articles.

1. Brushless DC (BLDC) motor fundamentals;Yedamale;Microchip Technol. Inc,2003

2. An FPGA-based novel digital PWM control scheme for BLDC motor drives;Sathyan;IEEE Trans. Ind. Electron.,2009

3. A novel digital control technique for brushless DC motor drives;Rodriguez;IEEE Trans. Ind. Electron.,2007

4. Direct torque control of brushless DC drives with reduced torque ripple;Liu;IEEE Trans. Ind. Appl.,2005

5. Implementation of fuzzy logic based speedcontrol of brushless direct current motors via industrial PC;çeven;Int. J. Intell. Syst. Appl. Eng.,2016

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3