Shield tunnel layout study with fiber grating sensor based on improved whale algorithm

Baoliang Zong, Tipeng Zheng, Zhongchao Zhao
{"title":"Shield tunnel layout study with fiber grating sensor based on improved whale algorithm","authors":"Baoliang Zong, Tipeng Zheng, Zhongchao Zhao","doi":"10.1117/12.2657868","DOIUrl":null,"url":null,"abstract":"With the progress of times, the sensors used to monitor tunnels have been changed from resistive and isopoint-based sensors to FBG sensors with high accuracy, reliability and sensitivity. Meanwhile many researchers have proposed different monitoring methods based on fiber Bragg grating (FBG) sensors, but the effect of layout schemes on the monitoring performance of FBG sensors is rarely discussed. In this paper, the effectiveness of the hybrid algorithm for shield tunnel layout optimization is verified by proposing an improved whale algorithm to optimize the shield tunnel sensor layout with a shield tunnel as a model and simulating its loading conditions. By comparing with the traditional uniform layout, the results surface that the error of the layout provided by the improved algorithm is much smaller than that of the uniform layout direction, and the curve fitted by the curvature fitting algorithm is closer to the real curve, which proves that the method proposed in this study can better increase the monitoring performance of FBG sensors.","PeriodicalId":212840,"journal":{"name":"Conference on Smart Transportation and City Engineering","volume":"73 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-12-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Conference on Smart Transportation and City Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1117/12.2657868","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

With the progress of times, the sensors used to monitor tunnels have been changed from resistive and isopoint-based sensors to FBG sensors with high accuracy, reliability and sensitivity. Meanwhile many researchers have proposed different monitoring methods based on fiber Bragg grating (FBG) sensors, but the effect of layout schemes on the monitoring performance of FBG sensors is rarely discussed. In this paper, the effectiveness of the hybrid algorithm for shield tunnel layout optimization is verified by proposing an improved whale algorithm to optimize the shield tunnel sensor layout with a shield tunnel as a model and simulating its loading conditions. By comparing with the traditional uniform layout, the results surface that the error of the layout provided by the improved algorithm is much smaller than that of the uniform layout direction, and the curve fitted by the curvature fitting algorithm is closer to the real curve, which proves that the method proposed in this study can better increase the monitoring performance of FBG sensors.
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
基于改进whale算法的光纤光栅传感器盾构隧道布局研究
随着时代的进步,用于隧道监测的传感器已经从电阻式、等点式传感器向高精度、高可靠性、高灵敏度的光纤光栅传感器发展。与此同时,许多研究者提出了基于光纤光栅传感器的不同监测方法,但很少讨论光纤光栅传感器布置方案对监测性能的影响。本文以盾构隧道为模型,提出一种改进的whale算法,对盾构隧道传感器布局进行优化,并对其加载条件进行仿真,验证了混合算法在盾构隧道布局优化中的有效性。通过与传统均匀布局的比较,结果表明,改进算法提供的布局误差远小于均匀布局方向的误差,曲率拟合算法拟合的曲线更接近真实曲线,证明本文提出的方法可以更好地提高光纤光栅传感器的监测性能。
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
A systematic literature review on research and progress of road traffic soundscape Research on test and evaluation of automatic emergency braking system for pedestrian night condition based on Chinese traffic characteristics Pavement performance evaluation of low penetration asphalt binder in southern cities Turnover forecast of passenger transport structure in China based on grey correlation theory Emission reduction prediction and policy simulation of prefabricated buildings using system dynamics
×
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