Hunting Search Algorithm-Based Adaptive Fuzzy Tracking Controller for an Aero-Pendulum

Ricardo Rojas-Galván, José R. García-Martínez, Edson E. Cruz-Miguel, O. A. Barra-Vázquez, Luis F. Olmedo-García, J. Rodríguez-Reséndíz
{"title":"Hunting Search Algorithm-Based Adaptive Fuzzy Tracking Controller for an Aero-Pendulum","authors":"Ricardo Rojas-Galván, José R. García-Martínez, Edson E. Cruz-Miguel, O. A. Barra-Vázquez, Luis F. Olmedo-García, J. Rodríguez-Reséndíz","doi":"10.3390/technologies12050063","DOIUrl":null,"url":null,"abstract":"The aero-pendulum is a non-linear system used broadly to develop and test new controller strategies. This paper presents a new methodology for an adaptive PID fuzzy-based tracking controller using a Hunting Search (HuS) algorithm. The HuS algorithm computes the parameters of the membership functions of the fuzzification stage. As a novelty, the algorithm guarantees the overlap of the membership functions to ensure that all the functions are interconnected, generating new hunters to search for better solutions in the overlapping area. For the defuzzification stage, the HuS algorithm sets the singletons in optimal positions to evaluate the controller response using the centroid method. To probe the robustness of the methodology, the PID fuzzy controller algorithm is implemented in an embedded system to track the angular position of an aero-pendulum test bench. The results show that the adaptive PID fuzzy controller proposed presents root mean square error values of 0.42, 0.40, and 0.49 for 80, 90, and 100 degrees, respectively.","PeriodicalId":22341,"journal":{"name":"Technologies","volume":"25 10","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-05-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Technologies","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.3390/technologies12050063","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

The aero-pendulum is a non-linear system used broadly to develop and test new controller strategies. This paper presents a new methodology for an adaptive PID fuzzy-based tracking controller using a Hunting Search (HuS) algorithm. The HuS algorithm computes the parameters of the membership functions of the fuzzification stage. As a novelty, the algorithm guarantees the overlap of the membership functions to ensure that all the functions are interconnected, generating new hunters to search for better solutions in the overlapping area. For the defuzzification stage, the HuS algorithm sets the singletons in optimal positions to evaluate the controller response using the centroid method. To probe the robustness of the methodology, the PID fuzzy controller algorithm is implemented in an embedded system to track the angular position of an aero-pendulum test bench. The results show that the adaptive PID fuzzy controller proposed presents root mean square error values of 0.42, 0.40, and 0.49 for 80, 90, and 100 degrees, respectively.
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
基于狩猎搜索算法的气动摆自适应模糊跟踪控制器
气动摆是一种非线性系统,广泛用于开发和测试新的控制器策略。本文提出了一种使用狩猎搜索(HuS)算法的基于自适应 PID 模糊跟踪控制器的新方法。HuS 算法计算模糊化阶段的成员函数参数。作为一项创新,该算法保证了成员函数的重叠,以确保所有函数相互关联,从而产生新的 "猎手",在重叠区域寻找更好的解决方案。在去模糊化阶段,HuS 算法将单子设置在最佳位置,使用中心法评估控制器响应。为探究该方法的鲁棒性,在嵌入式系统中实施了 PID 模糊控制器算法,以跟踪航空摆锤试验台的角度位置。结果表明,所提出的自适应 PID 模糊控制器在 80、90 和 100 度时的均方根误差值分别为 0.42、0.40 和 0.49。
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 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Technology in Forensic Sciences: Innovation and Precision Enhanced Energy Transfer Efficiency for IoT-Enabled Cyber-Physical Systems in 6G Edge Networks with WPT-MIMO-NOMA Development of a Body Weight Support System Employing Model-Based System Engineering Methodology Nano-Level Additive Manufacturing: Condensed Review of Processes, Materials, and Industrial Applications Development of a New Prototype Paediatric Central Sleep Apnoea Monitor
×
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