基于WOA优化分数阶模糊PI控制器的无刷直流电动机速度控制

Mohammad Ali Labbaf Khaniki, Sadegh Esfandiari, M. Manthouri
{"title":"基于WOA优化分数阶模糊PI控制器的无刷直流电动机速度控制","authors":"Mohammad Ali Labbaf Khaniki, Sadegh Esfandiari, M. Manthouri","doi":"10.1109/ICCKE50421.2020.9303634","DOIUrl":null,"url":null,"abstract":"DC motor is one of the most straightforward and valuable equipment in industrial applications; hence its speed control is crucial and vital. PI controller is usually performed on speed control of BLDC motor due to its simplicity and popularity. PI controller's main drawback is its constant gain and cannot perform well in nonlinear and uncertain systems. Nonlinearity and uncertainty lie in the nature of BLDC. The fuzzy controller, as an intelligent controller, can handle this problem. In this study, a fractional-order fuzzy PI (FOFPI) controller is proposed to speed control of the BLDC motor. The controller parameters are optimized via Whale Optimization Algorithm (WOA). To check the control system's robustness, its performance has been investigated at different speeds. As the results show, the excellent account (less overshoot, less settling time, etc.) and the proposed controller's robustness are verified.","PeriodicalId":402043,"journal":{"name":"2020 10th International Conference on Computer and Knowledge Engineering (ICCKE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"7","resultStr":"{\"title\":\"Speed Control of Brushless DC motor using Fractional Order Fuzzy PI Controller Optimized via WOA\",\"authors\":\"Mohammad Ali Labbaf Khaniki, Sadegh Esfandiari, M. Manthouri\",\"doi\":\"10.1109/ICCKE50421.2020.9303634\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"DC motor is one of the most straightforward and valuable equipment in industrial applications; hence its speed control is crucial and vital. PI controller is usually performed on speed control of BLDC motor due to its simplicity and popularity. PI controller's main drawback is its constant gain and cannot perform well in nonlinear and uncertain systems. Nonlinearity and uncertainty lie in the nature of BLDC. The fuzzy controller, as an intelligent controller, can handle this problem. In this study, a fractional-order fuzzy PI (FOFPI) controller is proposed to speed control of the BLDC motor. The controller parameters are optimized via Whale Optimization Algorithm (WOA). To check the control system's robustness, its performance has been investigated at different speeds. As the results show, the excellent account (less overshoot, less settling time, etc.) and the proposed controller's robustness are verified.\",\"PeriodicalId\":402043,\"journal\":{\"name\":\"2020 10th International Conference on Computer and Knowledge Engineering (ICCKE)\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-10-29\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"7\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2020 10th International Conference on Computer and Knowledge Engineering (ICCKE)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICCKE50421.2020.9303634\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 10th International Conference on Computer and Knowledge Engineering (ICCKE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICCKE50421.2020.9303634","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 7

摘要

直流电机是工业应用中最直接和最有价值的设备之一;因此,它的速度控制是至关重要的。PI控制器由于其简单和普及,通常用于无刷直流电动机的速度控制。PI控制器的主要缺点是其增益恒定,不能很好地应用于非线性和不确定系统。无刷直流电机具有非线性和不确定性。模糊控制器作为一种智能控制器,可以很好地解决这一问题。本文提出一种分数阶模糊PI (FOFPI)控制器来控制无刷直流电机的转速。采用鲸鱼优化算法(Whale Optimization Algorithm, WOA)对控制器参数进行优化。为了验证控制系统的鲁棒性,研究了控制系统在不同速度下的性能。结果表明,该控制器具有较好的控制特性(超调量小、稳定时间短等)和鲁棒性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Speed Control of Brushless DC motor using Fractional Order Fuzzy PI Controller Optimized via WOA
DC motor is one of the most straightforward and valuable equipment in industrial applications; hence its speed control is crucial and vital. PI controller is usually performed on speed control of BLDC motor due to its simplicity and popularity. PI controller's main drawback is its constant gain and cannot perform well in nonlinear and uncertain systems. Nonlinearity and uncertainty lie in the nature of BLDC. The fuzzy controller, as an intelligent controller, can handle this problem. In this study, a fractional-order fuzzy PI (FOFPI) controller is proposed to speed control of the BLDC motor. The controller parameters are optimized via Whale Optimization Algorithm (WOA). To check the control system's robustness, its performance has been investigated at different speeds. As the results show, the excellent account (less overshoot, less settling time, etc.) and the proposed controller's robustness are verified.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信