基于Nelder-Mead算法的分数阶控制器设计与实现

Deeksha Naithani, M. Chaturvedi, P. Juneja, Prabhat Kumar, S. Kapoor
{"title":"基于Nelder-Mead算法的分数阶控制器设计与实现","authors":"Deeksha Naithani, M. Chaturvedi, P. Juneja, Prabhat Kumar, S. Kapoor","doi":"10.1109/ComPE53109.2021.9752014","DOIUrl":null,"url":null,"abstract":"The idea of fractional order controller in combination with Nelder Mead algorithm is proposed in this paper for controlling a multivariable industrial scale polymerization reactor. The concept of decentralization is also applied to identify the pairing and decentralization of loops for better performance of the controller. PID controller is tuned using Cohen-Coon (CC) tuning technique. CC tuning technique is more flexible and suitable in comparison to conventional Ziegler-Nichols tuning technique. Using Nelder-Mead optimization technique, the Fractional Order-PID (FO-PID) controller parameters including the special parametric values are calculated which plays a very important role in tuning of FO-PID controllers finely and for optimal performance of these controllers. Simulation results are obtained and dynamic characteristics and performance indices are calculated and analyzed.","PeriodicalId":211704,"journal":{"name":"2021 International Conference on Computational Performance Evaluation (ComPE)","volume":"58 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Design and Implementation of Fractional Order Controllers Using Nelder-Mead Algorithm\",\"authors\":\"Deeksha Naithani, M. Chaturvedi, P. Juneja, Prabhat Kumar, S. Kapoor\",\"doi\":\"10.1109/ComPE53109.2021.9752014\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The idea of fractional order controller in combination with Nelder Mead algorithm is proposed in this paper for controlling a multivariable industrial scale polymerization reactor. The concept of decentralization is also applied to identify the pairing and decentralization of loops for better performance of the controller. PID controller is tuned using Cohen-Coon (CC) tuning technique. CC tuning technique is more flexible and suitable in comparison to conventional Ziegler-Nichols tuning technique. Using Nelder-Mead optimization technique, the Fractional Order-PID (FO-PID) controller parameters including the special parametric values are calculated which plays a very important role in tuning of FO-PID controllers finely and for optimal performance of these controllers. Simulation results are obtained and dynamic characteristics and performance indices are calculated and analyzed.\",\"PeriodicalId\":211704,\"journal\":{\"name\":\"2021 International Conference on Computational Performance Evaluation (ComPE)\",\"volume\":\"58 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 International Conference on Computational Performance Evaluation (ComPE)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ComPE53109.2021.9752014\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 International Conference on Computational Performance Evaluation (ComPE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ComPE53109.2021.9752014","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

针对多变量工业规模聚合反应器的控制问题,提出了分数阶控制器与Nelder Mead算法相结合的思想。去中心化的概念也被应用于识别循环的配对和去中心化,以提高控制器的性能。PID控制器采用Cohen-Coon (CC)整定技术进行整定。与传统的齐格勒-尼科尔斯调谐技术相比,CC调谐技术更加灵活和合适。采用Nelder-Mead优化技术,计算分数阶pid (Fractional Order-PID)控制器参数,包括特殊参数值,这对分数阶pid控制器的微调和控制器的最优性能起着非常重要的作用。得到了仿真结果,并对其动态特性和性能指标进行了计算和分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Design and Implementation of Fractional Order Controllers Using Nelder-Mead Algorithm
The idea of fractional order controller in combination with Nelder Mead algorithm is proposed in this paper for controlling a multivariable industrial scale polymerization reactor. The concept of decentralization is also applied to identify the pairing and decentralization of loops for better performance of the controller. PID controller is tuned using Cohen-Coon (CC) tuning technique. CC tuning technique is more flexible and suitable in comparison to conventional Ziegler-Nichols tuning technique. Using Nelder-Mead optimization technique, the Fractional Order-PID (FO-PID) controller parameters including the special parametric values are calculated which plays a very important role in tuning of FO-PID controllers finely and for optimal performance of these controllers. Simulation results are obtained and dynamic characteristics and performance indices are calculated and analyzed.
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
期刊最新文献
iSIMP with Integrity Validation using MD5 Hash A Fault Detection Scheme for IoT-enabled WSNs YOLOv3 based Real Time Social Distance Violation Detection in Public Places Finite Element Analysis of Femur Bone under Different Loading Conditions An Efficient and Anonymous Authentication Key Agreement Protocol for Smart Transportation System
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1