基于乌鸦搜索算法的元启发式比例-积分-导数智能控制器用于柔性板结构的振动抑制

IF 2.8 4区 工程技术 Q1 ACOUSTICS Journal of Low Frequency Noise Vibration and Active Control Pub Date : 2023-10-05 DOI:10.1177/14613484231203946
Aida Nur Syafiqah Shaari, Muhamad Sukri Hadi, Abdul Malek Abdul Wahab, Mat Hussin Ab Talib, Hanim Mohd Yatim, Intan Zaurah Mat Darus, M Osman Tokhi
{"title":"基于乌鸦搜索算法的元启发式比例-积分-导数智能控制器用于柔性板结构的振动抑制","authors":"Aida Nur Syafiqah Shaari, Muhamad Sukri Hadi, Abdul Malek Abdul Wahab, Mat Hussin Ab Talib, Hanim Mohd Yatim, Intan Zaurah Mat Darus, M Osman Tokhi","doi":"10.1177/14613484231203946","DOIUrl":null,"url":null,"abstract":"Proportional-integral-derivate (PID) controller has gained popularity since the advancement of smart devices especially in suppressing the vibration on flexible structures using different approaches. Such structures required accurate and reliable responses to prevent system failures. Swarm intelligence algorithm (SIA) is one of the optimization methods based on nature that managed to solve real-world problems. Crow search is a well-known algorithm from the SIA group that can discover optimum solutions in both local and global searches by utilizing fewer tuning parameters compared to other methods. Hence, this study aimed to simulate a PID controller tuned by SIA via crow search for vibration cancellation of horizontal flexible plate structures. Prior to that, an accurate model structure is developed as a prerequisite for PID controller development. After the best model is achieved, the proportional-integral-derivative-crow-search (PID-CS) performance was compared to a traditional tuning approach known as the Ziegler Nichols (ZN) to validate its robustness. The result revealed the PID-CS outperformed the proportional-integral-derivative-Ziegler Nichols (PID-ZN) with attenuation values of 44.75 and 42.74 dB in the first mode of vibration for single sinusoidal and real disturbances, respectively. In addition, the value of mean squared error (MSE) for PID-ZN and PID-CS for single sinusoidal disturbance are 0.0167 and 0.0081, respectively. Meanwhile, PID-ZN and PID-CS achieved 2.3981 × 10 −4 and 2.3737 × 10 −4 when they were exerted with real disturbance. This proves that the PID-CS is more accurate compared to the PID-ZN as it achieved the lowest MSE value.","PeriodicalId":56067,"journal":{"name":"Journal of Low Frequency Noise Vibration and Active Control","volume":"29 1","pages":"0"},"PeriodicalIF":2.8000,"publicationDate":"2023-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Intelligent proportional-integral-derivate controller using metaheuristic approach via crow search algorithm for vibration suppression of flexible plate structure\",\"authors\":\"Aida Nur Syafiqah Shaari, Muhamad Sukri Hadi, Abdul Malek Abdul Wahab, Mat Hussin Ab Talib, Hanim Mohd Yatim, Intan Zaurah Mat Darus, M Osman Tokhi\",\"doi\":\"10.1177/14613484231203946\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Proportional-integral-derivate (PID) controller has gained popularity since the advancement of smart devices especially in suppressing the vibration on flexible structures using different approaches. Such structures required accurate and reliable responses to prevent system failures. Swarm intelligence algorithm (SIA) is one of the optimization methods based on nature that managed to solve real-world problems. Crow search is a well-known algorithm from the SIA group that can discover optimum solutions in both local and global searches by utilizing fewer tuning parameters compared to other methods. Hence, this study aimed to simulate a PID controller tuned by SIA via crow search for vibration cancellation of horizontal flexible plate structures. Prior to that, an accurate model structure is developed as a prerequisite for PID controller development. After the best model is achieved, the proportional-integral-derivative-crow-search (PID-CS) performance was compared to a traditional tuning approach known as the Ziegler Nichols (ZN) to validate its robustness. The result revealed the PID-CS outperformed the proportional-integral-derivative-Ziegler Nichols (PID-ZN) with attenuation values of 44.75 and 42.74 dB in the first mode of vibration for single sinusoidal and real disturbances, respectively. In addition, the value of mean squared error (MSE) for PID-ZN and PID-CS for single sinusoidal disturbance are 0.0167 and 0.0081, respectively. Meanwhile, PID-ZN and PID-CS achieved 2.3981 × 10 −4 and 2.3737 × 10 −4 when they were exerted with real disturbance. This proves that the PID-CS is more accurate compared to the PID-ZN as it achieved the lowest MSE value.\",\"PeriodicalId\":56067,\"journal\":{\"name\":\"Journal of Low Frequency Noise Vibration and Active Control\",\"volume\":\"29 1\",\"pages\":\"0\"},\"PeriodicalIF\":2.8000,\"publicationDate\":\"2023-10-05\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Low Frequency Noise Vibration and Active Control\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1177/14613484231203946\",\"RegionNum\":4,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ACOUSTICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Low Frequency Noise Vibration and Active Control","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1177/14613484231203946","RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ACOUSTICS","Score":null,"Total":0}
引用次数: 0

摘要

随着智能设备的发展,比例-积分-导数(PID)控制器得到了广泛的应用,特别是在柔性结构的振动抑制方面。这种结构需要准确可靠的响应,以防止系统故障。群体智能算法(Swarm intelligence algorithm, SIA)是一种基于自然的求解现实问题的优化方法。乌鸦搜索是SIA集团的一种著名算法,与其他方法相比,它使用更少的调优参数,可以在局部和全局搜索中发现最优解。因此,本研究旨在通过乌鸦搜索模拟SIA调谐的PID控制器,用于水平柔性板结构的消振。在此之前,精确的模型结构是开发PID控制器的先决条件。在获得最佳模型后,将比例-积分-导数-乌鸦搜索(PID-CS)的性能与传统的齐格勒尼科尔斯(Ziegler Nichols, ZN)调谐方法进行比较,以验证其鲁棒性。结果表明,PID-CS在单正弦和实数扰动下的第一振型衰减值分别为44.75和42.74 dB,优于比例-积分-导数-齐格勒-尼科尔斯(PID-ZN)。此外,PID-ZN和PID-CS对单正弦扰动的均方误差(MSE)分别为0.0167和0.0081。在实际扰动作用下,PID-ZN和PID-CS分别达到2.3981 × 10−4和2.3737 × 10−4。这证明PID-CS比PID-ZN更准确,因为它达到了最低的MSE值。
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
Intelligent proportional-integral-derivate controller using metaheuristic approach via crow search algorithm for vibration suppression of flexible plate structure
Proportional-integral-derivate (PID) controller has gained popularity since the advancement of smart devices especially in suppressing the vibration on flexible structures using different approaches. Such structures required accurate and reliable responses to prevent system failures. Swarm intelligence algorithm (SIA) is one of the optimization methods based on nature that managed to solve real-world problems. Crow search is a well-known algorithm from the SIA group that can discover optimum solutions in both local and global searches by utilizing fewer tuning parameters compared to other methods. Hence, this study aimed to simulate a PID controller tuned by SIA via crow search for vibration cancellation of horizontal flexible plate structures. Prior to that, an accurate model structure is developed as a prerequisite for PID controller development. After the best model is achieved, the proportional-integral-derivative-crow-search (PID-CS) performance was compared to a traditional tuning approach known as the Ziegler Nichols (ZN) to validate its robustness. The result revealed the PID-CS outperformed the proportional-integral-derivative-Ziegler Nichols (PID-ZN) with attenuation values of 44.75 and 42.74 dB in the first mode of vibration for single sinusoidal and real disturbances, respectively. In addition, the value of mean squared error (MSE) for PID-ZN and PID-CS for single sinusoidal disturbance are 0.0167 and 0.0081, respectively. Meanwhile, PID-ZN and PID-CS achieved 2.3981 × 10 −4 and 2.3737 × 10 −4 when they were exerted with real disturbance. This proves that the PID-CS is more accurate compared to the PID-ZN as it achieved the lowest MSE value.
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
CiteScore
4.90
自引率
4.30%
发文量
98
审稿时长
15 weeks
期刊介绍: Journal of Low Frequency Noise, Vibration & Active Control is a peer-reviewed, open access journal, bringing together material which otherwise would be scattered. The journal is the cornerstone of the creation of a unified corpus of knowledge on the subject.
期刊最新文献
Dynamical analysis of a fractional-order nonlinear two-degree-of-freedom vehicle system by incremental harmonic balance method Aeroelastic investigation on an all-movable horizontal tail with free-play nonlinearity Dynamic characteristics of vibration localization of mistuned bladed disk due to shroud and blade damages Acoustic cloaking design based on penetration manipulation with combination acoustic metamaterials Study on the interaction between shaking table and eccentric load
×
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