Design and optimization of a runway resonator sensor based on BP-NSGA II for anaemic disease

IF 1.1 4区 物理与天体物理 Q4 OPTICS Optical Review Pub Date : 2024-01-17 DOI:10.1007/s10043-023-00860-6
Zhang Luoxuan, Li Pinghua, Liu Jinghao, Zhuang Xuye
{"title":"Design and optimization of a runway resonator sensor based on BP-NSGA II for anaemic disease","authors":"Zhang Luoxuan, Li Pinghua, Liu Jinghao, Zhuang Xuye","doi":"10.1007/s10043-023-00860-6","DOIUrl":null,"url":null,"abstract":"<p>Optical resonators are particularly suitable for anaemia state detection due to small sample size, real-time detection and low power consumption. However, the quality factor and sensitivity of resonant cavity sensors are mutually constrained, so the single objective optimization algorithms proposed so far can only achieve a single optimization of sensitivity or quality factor, which limits chip performance. This article presents a multi-objective optimization design of the runway ring resonant cavity sensor based on the BP-NSGA II algorithm, which has achieved good performance improvement. The simultaneous incorporation of quality factor and sensitivity provides access to key structural design parameters to overcome the limitations of sensitivity and quality factor constraints on each other, thereby improving sensor performance. The results show that the optimized structure has a sensitivity of <i>439 nm/RIU</i>, a quality factor of <i>938</i>, a relative error of <i>1.37%</i> and <i>3.9%</i> for the sensitivity and quality factor, respectively, a linearity of <i>0.00004636%</i> for the sensitivity, and a training time of <i>3</i> min. The method has the advantages of small errors and short learning time. A new optimization method is provided for the design of the resonant cavity of a runway ring.</p>","PeriodicalId":722,"journal":{"name":"Optical Review","volume":null,"pages":null},"PeriodicalIF":1.1000,"publicationDate":"2024-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Optical Review","FirstCategoryId":"101","ListUrlMain":"https://doi.org/10.1007/s10043-023-00860-6","RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"OPTICS","Score":null,"Total":0}
引用次数: 0

Abstract

Optical resonators are particularly suitable for anaemia state detection due to small sample size, real-time detection and low power consumption. However, the quality factor and sensitivity of resonant cavity sensors are mutually constrained, so the single objective optimization algorithms proposed so far can only achieve a single optimization of sensitivity or quality factor, which limits chip performance. This article presents a multi-objective optimization design of the runway ring resonant cavity sensor based on the BP-NSGA II algorithm, which has achieved good performance improvement. The simultaneous incorporation of quality factor and sensitivity provides access to key structural design parameters to overcome the limitations of sensitivity and quality factor constraints on each other, thereby improving sensor performance. The results show that the optimized structure has a sensitivity of 439 nm/RIU, a quality factor of 938, a relative error of 1.37% and 3.9% for the sensitivity and quality factor, respectively, a linearity of 0.00004636% for the sensitivity, and a training time of 3 min. The method has the advantages of small errors and short learning time. A new optimization method is provided for the design of the resonant cavity of a runway ring.

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
设计和优化基于 BP-NSGA II 的跑道谐振器传感器,用于治疗贫血症
由于样本量小、实时检测和功耗低,光学谐振腔特别适用于贫血状态检测。然而,谐振腔传感器的品质因数和灵敏度是相互制约的,因此目前提出的单目标优化算法只能实现灵敏度或品质因数的单一优化,从而限制了芯片性能的发挥。本文提出了一种基于 BP-NSGA II 算法的跑道环谐振腔传感器多目标优化设计,取得了良好的性能提升效果。同时结合品质因数和灵敏度,可以获得关键的结构设计参数,克服灵敏度和品质因数相互制约的限制,从而提高传感器性能。结果表明,优化结构的灵敏度为 439 nm/RIU,品质因数为 938,灵敏度和品质因数的相对误差分别为 1.37% 和 3.9%,灵敏度的线性度为 0.00004636%,训练时间为 3 分钟。该方法具有误差小、学习时间短的优点。为跑道环谐振腔的设计提供了一种新的优化方法。
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
Optical Review
Optical Review 物理-光学
CiteScore
2.30
自引率
0.00%
发文量
62
审稿时长
2 months
期刊介绍: Optical Review is an international journal published by the Optical Society of Japan. The scope of the journal is: General and physical optics; Quantum optics and spectroscopy; Information optics; Photonics and optoelectronics; Biomedical photonics and biological optics; Lasers; Nonlinear optics; Optical systems and technologies; Optical materials and manufacturing technologies; Vision; Infrared and short wavelength optics; Cross-disciplinary areas such as environmental, energy, food, agriculture and space technologies; Other optical methods and applications.
期刊最新文献
Miniature wide angle optical system with freeform lens On the performance of a hybrid optical communication system: MGDM–FSO for challenging environments Multiphysics simulation of optical gate switch operation using a chalcogenide phase-change material 2D photonic-crystal-type surface relief grating for light with an azimuth angle Tunable plasmonic resonance by photothermal deformation in Ag-SiO2 semi-shell nanostructures and enlargement of the controllable spectral region by UV-curable resin
×
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