基于粒子群优化算法的直流电机分数阶PID控制器设计

Wang Lin, Zhong Chongquan
{"title":"基于粒子群优化算法的直流电机分数阶PID控制器设计","authors":"Wang Lin, Zhong Chongquan","doi":"10.1109/IAEAC.2015.7428542","DOIUrl":null,"url":null,"abstract":"Based on the fact that the inductor and the capacitor are fractional in nature, the fractional order model of the DC motor is proposed. Aiming at the problem of fractional-order PID controller parameters tuning, particle swarm optimization (PSO) algorithm is adopted to tune the parameter of the fractional-order PID controller (FOPID). The fractional order differ-integral operator is implemented by using the method of Oustloup. Finally, according to the same criteria, two controllers are designed respectively for the fractional-order model and the traditional integer-order one. From the comparative experiment of the two PID controllers, it is found that in terms of accuracy, the proposed fractional-order model is superior to the traditional integer-order one in describing the DC motor system. The simulation results show that the PSO-FOPID controller has high accuracy and fast convergence, and the designed controller can meet the performance requirements of the default, and the effectiveness of the method is verified.","PeriodicalId":398100,"journal":{"name":"2015 IEEE Advanced Information Technology, Electronic and Automation Control Conference (IAEAC)","volume":"19 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"16","resultStr":"{\"title\":\"Design of optimal fractional-order PID controllers using particle swarm optimization algorithm for DC motor system\",\"authors\":\"Wang Lin, Zhong Chongquan\",\"doi\":\"10.1109/IAEAC.2015.7428542\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Based on the fact that the inductor and the capacitor are fractional in nature, the fractional order model of the DC motor is proposed. Aiming at the problem of fractional-order PID controller parameters tuning, particle swarm optimization (PSO) algorithm is adopted to tune the parameter of the fractional-order PID controller (FOPID). The fractional order differ-integral operator is implemented by using the method of Oustloup. Finally, according to the same criteria, two controllers are designed respectively for the fractional-order model and the traditional integer-order one. From the comparative experiment of the two PID controllers, it is found that in terms of accuracy, the proposed fractional-order model is superior to the traditional integer-order one in describing the DC motor system. The simulation results show that the PSO-FOPID controller has high accuracy and fast convergence, and the designed controller can meet the performance requirements of the default, and the effectiveness of the method is verified.\",\"PeriodicalId\":398100,\"journal\":{\"name\":\"2015 IEEE Advanced Information Technology, Electronic and Automation Control Conference (IAEAC)\",\"volume\":\"19 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2015-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"16\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2015 IEEE Advanced Information Technology, Electronic and Automation Control Conference (IAEAC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/IAEAC.2015.7428542\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 IEEE Advanced Information Technology, Electronic and Automation Control Conference (IAEAC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IAEAC.2015.7428542","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 16

摘要

基于电感和电容的分数阶特性,提出了直流电机的分数阶模型。针对分数阶PID控制器参数整定问题,采用粒子群优化(PSO)算法对分数阶PID控制器参数进行整定。用Oustloup方法实现了分数阶微分积分算子。最后,根据相同的准则,分别针对分数阶模型和传统整数阶模型设计了两个控制器。通过两种PID控制器的对比实验发现,在精度方面,所提出的分数阶模型优于传统的整数阶模型来描述直流电机系统。仿真结果表明,PSO-FOPID控制器具有精度高、收敛速度快的特点,所设计的控制器能够满足默认的性能要求,验证了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Design of optimal fractional-order PID controllers using particle swarm optimization algorithm for DC motor system
Based on the fact that the inductor and the capacitor are fractional in nature, the fractional order model of the DC motor is proposed. Aiming at the problem of fractional-order PID controller parameters tuning, particle swarm optimization (PSO) algorithm is adopted to tune the parameter of the fractional-order PID controller (FOPID). The fractional order differ-integral operator is implemented by using the method of Oustloup. Finally, according to the same criteria, two controllers are designed respectively for the fractional-order model and the traditional integer-order one. From the comparative experiment of the two PID controllers, it is found that in terms of accuracy, the proposed fractional-order model is superior to the traditional integer-order one in describing the DC motor system. The simulation results show that the PSO-FOPID controller has high accuracy and fast convergence, and the designed controller can meet the performance requirements of the default, and the effectiveness of the method is 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