Optimum of fractional order fuzzy logic controller with several evolutionary optimization algorithms for inverted pendulum

A. F. Ghaleb, A. Oglah, Amjad J. Humaidi, A. Al-Obaidi, I. Ibraheem
{"title":"Optimum of fractional order fuzzy logic controller with several evolutionary optimization algorithms for inverted pendulum","authors":"A. F. Ghaleb, A. Oglah, Amjad J. Humaidi, A. Al-Obaidi, I. Ibraheem","doi":"10.1556/1848.2021.00375","DOIUrl":null,"url":null,"abstract":"\n This paper compared the performance between Integer Order Fuzzy PID (IOFPID) and Fractional Order Fuzzy PID (FOFPID) controllers for inverted pendulum system as a controlling plant. The parameters of each controller were tuned with four evolutionary optimization algorithms (Social Spider Optimization (SSO), Swarm Optimization (PSO), Genetic Algorithm (GA), and Particle Ant Colony Optimization (ACO)). The comparisons were carried out between the two controllers IOFPID and FOFPID, as well as among the four optimization algorithms for the two controllers. The results of comparisons proved that the FOFPID controller with SSO has achieved the best time response characteristics and the least tuning time.","PeriodicalId":37508,"journal":{"name":"International Review of Applied Sciences and Engineering","volume":" ","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2022-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Review of Applied Sciences and Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1556/1848.2021.00375","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"Engineering","Score":null,"Total":0}
引用次数: 2

Abstract

This paper compared the performance between Integer Order Fuzzy PID (IOFPID) and Fractional Order Fuzzy PID (FOFPID) controllers for inverted pendulum system as a controlling plant. The parameters of each controller were tuned with four evolutionary optimization algorithms (Social Spider Optimization (SSO), Swarm Optimization (PSO), Genetic Algorithm (GA), and Particle Ant Colony Optimization (ACO)). The comparisons were carried out between the two controllers IOFPID and FOFPID, as well as among the four optimization algorithms for the two controllers. The results of comparisons proved that the FOFPID controller with SSO has achieved the best time response characteristics and the least tuning time.
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
倒立摆分数阶模糊控制器的几种进化优化算法的优化
以倒立摆系统为控制对象,比较了整数阶模糊PID(IOFPID)和分数阶模糊PID控制器的性能。使用四种进化优化算法(社会蜘蛛优化(SSO)、群优化(PSO)、遗传算法(GA)和粒子蚁群优化(ACO))对每个控制器的参数进行调整。在两个控制器IOFPID和FOFPID之间以及两个控制器的四种优化算法之间进行了比较。比较结果表明,采用SSO的FOFPID控制器具有最佳的时间响应特性和最少的调谐时间。
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
International Review of Applied Sciences and Engineering
International Review of Applied Sciences and Engineering Materials Science-Materials Science (miscellaneous)
CiteScore
2.30
自引率
0.00%
发文量
27
审稿时长
46 weeks
期刊介绍: International Review of Applied Sciences and Engineering is a peer reviewed journal. It offers a comprehensive range of articles on all aspects of engineering and applied sciences. It provides an international and interdisciplinary platform for the exchange of ideas between engineers, researchers and scholars within the academy and industry. It covers a wide range of application areas including architecture, building services and energetics, civil engineering, electrical engineering and mechatronics, environmental engineering, mechanical engineering, material sciences, applied informatics and management sciences. The aim of the Journal is to provide a location for reporting original research results having international focus with multidisciplinary content. The published papers provide solely new basic information for designers, scholars and developers working in the mentioned fields. The papers reflect the broad categories of interest in: optimisation, simulation, modelling, control techniques, monitoring, and development of new analysis methods, equipment and system conception.
期刊最新文献
Robust energy management system for electric vehicle BIM based collision tracking at the intersections of different building engineering systems at the design stage Possibility assessment for using protective coatings and polymer materials on tubing to prevent inorganic scaling on the inner surface of pipes Waste management and plastic waste recycling in Japan, China, Singapore and South Korea – What trends can be observed under different regulations Effect of aging of Al–Mg–Si/rare earth alloys: Microstructure and hardness
×
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