Optical-Based Aqueous Solution Detection by Graphene Metasurface Surface Plasmon Resonance Biosensor with Behavior Prediction Using Polynomial Regression

IF 3.3 4区 物理与天体物理 Q2 CHEMISTRY, PHYSICAL Plasmonics Pub Date : 2024-08-14 DOI:10.1007/s11468-024-02464-5
Jacob Wekalao, Shobhit K. Patel, Sana Ben Khalifa, Saleh Chebaane, Ammar Armghan, Taoufik Saidani
{"title":"Optical-Based Aqueous Solution Detection by Graphene Metasurface Surface Plasmon Resonance Biosensor with Behavior Prediction Using Polynomial Regression","authors":"Jacob Wekalao, Shobhit K. Patel, Sana Ben Khalifa, Saleh Chebaane, Ammar Armghan, Taoufik Saidani","doi":"10.1007/s11468-024-02464-5","DOIUrl":null,"url":null,"abstract":"<p>Aqueous solutions are fundamental to a wide range of chemical and biological processes, serving as a critical medium for both natural phenomena and technological advancements. This study presents the design and modelling of a metasurface-based biosensor for aqueous solution detection. The sensor architecture comprises multiple resonators deposited on a silicon dioxide substrate, with materials selected for their specific optical properties. Finite element analysis was employed to simulate the sensor’s signal transduction mechanisms. The optimized design exhibits a sensitivity of 500 GHzRIU<sup>−1</sup> and a figure of merit of 10.638 RIU<sup>−1</sup>. Comprehensive characterization of the sensor’s performance includes evaluation of its detection limit, dynamic range, and signal-to-noise ratio, all of which demonstrate superior target detection accuracy. The sensor’s versatility is further illustrated through its application in encoding operations, leveraging on the transmittance values to perform logic functions. A polynomial regression model was developed to interpolate absorption values at intermediate frequencies, achieving an <i>R</i><sup>2</sup> value of 1.0, indicating perfect correlation between predicted and simulated data. These results suggest significant potential for the sensor’s application in high-precision biomolecular detection across various fields, including biomedical diagnostics and environmental monitoring.</p>","PeriodicalId":736,"journal":{"name":"Plasmonics","volume":"1 1","pages":""},"PeriodicalIF":3.3000,"publicationDate":"2024-08-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Plasmonics","FirstCategoryId":"101","ListUrlMain":"https://doi.org/10.1007/s11468-024-02464-5","RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CHEMISTRY, PHYSICAL","Score":null,"Total":0}
引用次数: 0

Abstract

Aqueous solutions are fundamental to a wide range of chemical and biological processes, serving as a critical medium for both natural phenomena and technological advancements. This study presents the design and modelling of a metasurface-based biosensor for aqueous solution detection. The sensor architecture comprises multiple resonators deposited on a silicon dioxide substrate, with materials selected for their specific optical properties. Finite element analysis was employed to simulate the sensor’s signal transduction mechanisms. The optimized design exhibits a sensitivity of 500 GHzRIU−1 and a figure of merit of 10.638 RIU−1. Comprehensive characterization of the sensor’s performance includes evaluation of its detection limit, dynamic range, and signal-to-noise ratio, all of which demonstrate superior target detection accuracy. The sensor’s versatility is further illustrated through its application in encoding operations, leveraging on the transmittance values to perform logic functions. A polynomial regression model was developed to interpolate absorption values at intermediate frequencies, achieving an R2 value of 1.0, indicating perfect correlation between predicted and simulated data. These results suggest significant potential for the sensor’s application in high-precision biomolecular detection across various fields, including biomedical diagnostics and environmental monitoring.

Abstract Image

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
利用多项式回归进行行为预测的石墨烯金属表面表面等离子体共振生物传感器的水溶液光学检测技术
水溶液是各种化学和生物过程的基础,是自然现象和技术进步的关键介质。本研究介绍了一种用于水溶液检测的基于元表面的生物传感器的设计和建模。传感器结构由沉积在二氧化硅基底上的多个谐振器组成,所选材料具有特定的光学特性。有限元分析被用来模拟传感器的信号传导机制。优化设计的灵敏度为 500 GHzRIU-1,优点系数为 10.638 RIU-1。对传感器性能的全面鉴定包括对其探测极限、动态范围和信噪比的评估,所有这些都证明了其卓越的目标探测精度。传感器在编码操作中的应用进一步说明了它的多功能性,利用透射率值执行逻辑功能。开发了一个多项式回归模型来内插中间频率的吸收值,R2 值达到 1.0,表明预测数据和模拟数据之间具有完美的相关性。这些结果表明,该传感器在生物医学诊断和环境监测等多个领域的高精度生物分子检测中具有巨大的应用潜力。
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
Plasmonics
Plasmonics 工程技术-材料科学:综合
CiteScore
5.90
自引率
6.70%
发文量
164
审稿时长
2.1 months
期刊介绍: Plasmonics is an international forum for the publication of peer-reviewed leading-edge original articles that both advance and report our knowledge base and practice of the interactions of free-metal electrons, Plasmons. Topics covered include notable advances in the theory, Physics, and applications of surface plasmons in metals, to the rapidly emerging areas of nanotechnology, biophotonics, sensing, biochemistry and medicine. Topics, including the theory, synthesis and optical properties of noble metal nanostructures, patterned surfaces or materials, continuous or grated surfaces, devices, or wires for their multifarious applications are particularly welcome. Typical applications might include but are not limited to, surface enhanced spectroscopic properties, such as Raman scattering or fluorescence, as well developments in techniques such as surface plasmon resonance and near-field scanning optical microscopy.
期刊最新文献
Comparative Analysis of Two Different MIM Configurations of a Plasmonic Nanoantenna On the Transmission Line Analogy for Modeling Plasmonic Nanowire Circuits Terahertz-Multiplexed Metallic Metasurfaces for Enhanced Trace Sample Absorption Plasmonic Characteristics of LiF Filled Slab Waveguide in Isotropic Plasma Environment Synthesis, Characterization, and Modeling of Reduced Graphene Oxide Supported Adsorbent for Sorption of Pb(II) and Cr(VI) Ions from Binary Mixture
×
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