Effect Analysis of Z-N Method Combined with GA on PID Parameter Optimization of Screw Extruder

Y. Ling
{"title":"Effect Analysis of Z-N Method Combined with GA on PID Parameter Optimization of Screw Extruder","authors":"Y. Ling","doi":"10.1109/ITOEC53115.2022.9734339","DOIUrl":null,"url":null,"abstract":"Taking the screw extruder commonly used in chemical industry as the research object, the second-order model of its transmission control system is given. It is simulated in MATLAB/Simulink and adjusted using the Ziegler-Nichols method, which is commonly used in engineering and has an overshoot of more than 22% and an adjustment time of about 4s; the GA-PID method is used for optimization and has an overshoot of less than 0.5%, an adjustment time of about 2s, and a steady-state error of 0. The simulation results demonstrate that the Z-N technique combined with GA for PID parameter optimization requires less than 20 iterations, has a quick convergence rate, is resilient, and has high control quality.","PeriodicalId":127300,"journal":{"name":"2022 IEEE 6th Information Technology and Mechatronics Engineering Conference (ITOEC)","volume":"10 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE 6th Information Technology and Mechatronics Engineering Conference (ITOEC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ITOEC53115.2022.9734339","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

Abstract

Taking the screw extruder commonly used in chemical industry as the research object, the second-order model of its transmission control system is given. It is simulated in MATLAB/Simulink and adjusted using the Ziegler-Nichols method, which is commonly used in engineering and has an overshoot of more than 22% and an adjustment time of about 4s; the GA-PID method is used for optimization and has an overshoot of less than 0.5%, an adjustment time of about 2s, and a steady-state error of 0. The simulation results demonstrate that the Z-N technique combined with GA for PID parameter optimization requires less than 20 iterations, has a quick convergence rate, is resilient, and has high control quality.
Z-N法结合遗传算法对螺杆挤出机PID参数优化的影响分析
以化工行业常用的螺杆挤出机为研究对象,给出了其传动控制系统的二阶模型。在MATLAB/Simulink中进行仿真,采用工程中常用的Ziegler-Nichols方法进行调整,超调量大于22%,调整时间约为4s;采用GA-PID方法进行优化,超调量小于0.5%,调整时间约为2s,稳态误差为0。仿真结果表明,Z-N技术结合遗传算法进行PID参数优化,迭代次数少于20次,收敛速度快,具有弹性,控制质量好。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
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