血糖光学生物植入物:初步设计指南

A. Trabelsi, M. Boukadoum, M. Siaj
{"title":"血糖光学生物植入物:初步设计指南","authors":"A. Trabelsi, M. Boukadoum, M. Siaj","doi":"10.1109/BIOCAS.2010.5709593","DOIUrl":null,"url":null,"abstract":"A preliminary investigation into the design of a near-infrared (NIR) optical bio-implant for accurate measurement of blood glucose concentration is reported. The use of an array of electrically pumped vertical-cavity surface-emitting laser (VCSEL) diodes at specific wavelengths for high-power narrow single-frequency emission leads to a high signal-to-noise ratio (SNR) in the measured NIR absorption spectrum while maximizing the sensor's sensitivity to small absorption changes. A Quantum well infrared (QWI) photodetector senses the received optical power after passage through the blood sample, followed by an artificial neural network (ANN) for the measurement of glucose in a whole blood matrix. For an independent test set made with bovine blood, the optimal ANN topology for processing the two selected spectral bands yielded a standard error of prediction of 0.42 mM (i.e., 7.56 mg/dl) over the concentration range of 4–20 mM.","PeriodicalId":440499,"journal":{"name":"2010 Biomedical Circuits and Systems Conference (BioCAS)","volume":"35 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2010-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":"{\"title\":\"Blood glucose optical bio-implant: Preliminary design guidelines\",\"authors\":\"A. Trabelsi, M. Boukadoum, M. Siaj\",\"doi\":\"10.1109/BIOCAS.2010.5709593\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"A preliminary investigation into the design of a near-infrared (NIR) optical bio-implant for accurate measurement of blood glucose concentration is reported. The use of an array of electrically pumped vertical-cavity surface-emitting laser (VCSEL) diodes at specific wavelengths for high-power narrow single-frequency emission leads to a high signal-to-noise ratio (SNR) in the measured NIR absorption spectrum while maximizing the sensor's sensitivity to small absorption changes. A Quantum well infrared (QWI) photodetector senses the received optical power after passage through the blood sample, followed by an artificial neural network (ANN) for the measurement of glucose in a whole blood matrix. For an independent test set made with bovine blood, the optimal ANN topology for processing the two selected spectral bands yielded a standard error of prediction of 0.42 mM (i.e., 7.56 mg/dl) over the concentration range of 4–20 mM.\",\"PeriodicalId\":440499,\"journal\":{\"name\":\"2010 Biomedical Circuits and Systems Conference (BioCAS)\",\"volume\":\"35 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2010-11-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"6\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2010 Biomedical Circuits and Systems Conference (BioCAS)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/BIOCAS.2010.5709593\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2010 Biomedical Circuits and Systems Conference (BioCAS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/BIOCAS.2010.5709593","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 6

摘要

本文报道了一种用于精确测量血糖浓度的近红外(NIR)光学生物植入物的初步研究。在特定波长下使用一组电泵浦垂直腔面发射激光器(VCSEL)二极管进行高功率窄单频发射,可以在测量的近红外吸收光谱中获得高信噪比(SNR),同时最大限度地提高传感器对小吸收变化的灵敏度。量子阱红外(QWI)光电探测器在通过血液样本后感知接收到的光功率,然后通过人工神经网络(ANN)测量全血基质中的葡萄糖。对于用牛血液制作的独立测试集,处理两个选定光谱波段的最佳ANN拓扑在4-20 mM的浓度范围内产生了0.42 mM(即7.56 mg/dl)的预测标准误差。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Blood glucose optical bio-implant: Preliminary design guidelines
A preliminary investigation into the design of a near-infrared (NIR) optical bio-implant for accurate measurement of blood glucose concentration is reported. The use of an array of electrically pumped vertical-cavity surface-emitting laser (VCSEL) diodes at specific wavelengths for high-power narrow single-frequency emission leads to a high signal-to-noise ratio (SNR) in the measured NIR absorption spectrum while maximizing the sensor's sensitivity to small absorption changes. A Quantum well infrared (QWI) photodetector senses the received optical power after passage through the blood sample, followed by an artificial neural network (ANN) for the measurement of glucose in a whole blood matrix. For an independent test set made with bovine blood, the optimal ANN topology for processing the two selected spectral bands yielded a standard error of prediction of 0.42 mM (i.e., 7.56 mg/dl) over the concentration range of 4–20 mM.
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
自引率
0.00%
发文量
0
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信