Concatenated Bragg grating fiber-optic sensors for simultaneous measurement of curvature, temperature, and axial pressure

Pub Date : 2024-07-08 DOI:10.5194/jsss-13-147-2024
Sohrab Shojaei Khatouni, Sven Zakowski, Reza Hosseini Vedad, Mustafa Masjedi, Akram Askar, Jan Christian Eli Ewald, H. Trieu
{"title":"Concatenated Bragg grating fiber-optic sensors for simultaneous measurement of curvature, temperature, and axial pressure","authors":"Sohrab Shojaei Khatouni, Sven Zakowski, Reza Hosseini Vedad, Mustafa Masjedi, Akram Askar, Jan Christian Eli Ewald, H. Trieu","doi":"10.5194/jsss-13-147-2024","DOIUrl":null,"url":null,"abstract":"Abstract. This paper presents the development and evaluation of four sensors based on multiple fiber Bragg grating (FBG) constellations embedded in a silicon dioxide single-mode fiber (SMF) for simultaneous measurement of pressure, temperature, and bending curvature. We applied dimension and material variations – including core, cladding, and coating dimensions; coating material; and the number and arrangement of the FBGs – to optimize the reflected signal response and increase information density. A bootstrap-aggregated ensemble of decision trees was used to evaluate the sensor signal. The results show that adjusting the cladding-to-coating ratio led to significant improvements in pressure and bending prediction performance. Additionally, two combined FBGs were fabricated to form a fiber Bragg grating Fabry–Pérot interferometer, which enabled the detection of curvature with a root-mean-square error (RMSE) of 0.0034 L mm−1 (R2=1), axial pressure with an RMSE of 0.0564 bar (R2=0.99), and temperature with an RMSE of 0.0265 °C (R2=1). At the time of writing, there is no commercially available instrument that can perform these measurements simultaneously.\n","PeriodicalId":0,"journal":{"name":"","volume":" March","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5194/jsss-13-147-2024","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

Abstract. This paper presents the development and evaluation of four sensors based on multiple fiber Bragg grating (FBG) constellations embedded in a silicon dioxide single-mode fiber (SMF) for simultaneous measurement of pressure, temperature, and bending curvature. We applied dimension and material variations – including core, cladding, and coating dimensions; coating material; and the number and arrangement of the FBGs – to optimize the reflected signal response and increase information density. A bootstrap-aggregated ensemble of decision trees was used to evaluate the sensor signal. The results show that adjusting the cladding-to-coating ratio led to significant improvements in pressure and bending prediction performance. Additionally, two combined FBGs were fabricated to form a fiber Bragg grating Fabry–Pérot interferometer, which enabled the detection of curvature with a root-mean-square error (RMSE) of 0.0034 L mm−1 (R2=1), axial pressure with an RMSE of 0.0564 bar (R2=0.99), and temperature with an RMSE of 0.0265 °C (R2=1). At the time of writing, there is no commercially available instrument that can perform these measurements simultaneously.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
同时测量曲率、温度和轴向压力的并联布拉格光栅光纤传感器
摘要本文介绍了基于嵌入二氧化硅单模光纤 (SMF) 的多个光纤布拉格光栅 (FBG) 星群的四种传感器的开发和评估,用于同时测量压力、温度和弯曲曲率。我们应用了尺寸和材料变化--包括纤芯、包层和涂层尺寸;涂层材料;以及 FBG 的数量和排列--来优化反射信号响应并提高信息密度。采用自举法聚合决策树来评估传感器信号。结果表明,调整包层与涂层的比例可显著提高压力和弯曲预测性能。此外,还制作了两个组合式 FBG,以形成光纤布拉格光栅法布里-佩罗干涉仪,从而能够检测曲率,均方根误差 (RMSE) 为 0.0034 L mm-1 (R2=1),轴向压力 RMSE 为 0.0564 bar (R2=0.99),温度 RMSE 为 0.0265 °C (R2=1)。在撰写本报告时,还没有一种商用仪器可以同时进行这些测量。
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
×
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:604180095
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