High-precision sensor for glucose solution using active multidimensional feature THz spectroscopy

被引:1
|
作者
Zhang, Min [1 ]
Liu, Jiarui [1 ]
Wang, Nan [1 ]
Zhang, Bingyuan [2 ]
Gao, Feilong [2 ]
Wang, Minghong [2 ]
Song, Qi [1 ,2 ]
机构
[1] Shenzhen Univ, Coll Phys & Optoelect Engn, Shenzhen Key Lab Laser Engn, Key Lab Optoelect Devices & Syst,Minist Educ & Gua, Shenzhen 518060, Peoples R China
[2] Liaocheng Univ, Sch Phys Sci & Informat Technol, Shandong Key Lab Opt Commun Sci & Technol, Liaocheng 252059, Peoples R China
基金
中国国家自然科学基金;
关键词
TERAHERTZ SPECTROSCOPY; COUMARIN-102; DYNAMICS;
D O I
10.1364/BOE.515588
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Terahertz waves are known for their bio-safety and spectral fingerprinting features, and terahertz spectroscopy technology holds great potential for both qualitative and quantitative identification in the biomedical field. There has been a substantial amount of research utilizing this technology in conjunction with machine learning algorithms for substance identification. However, due to the strong absorption of water for terahertz waves, the single -dimensional features of the sample become indistinct, thereby diminishing the efficiency of the algorithmic recognition. Building upon this, we propose a method that employs terahertz time -domain spectroscopy (THz-TDS) in conjunction with multidimensional feature spectrum identification for the detection of blood sugar and glucose mixtures. Our research indicates that combining THz-TDS with multidimensional feature spectrum and linear discriminant analysis (LDA) algorithms can effectively identify glucose concentrations and detect adulteration. By integrating the multidimensional feature spectrum, the identification success rate increased from 68.9% to 96.0%. This method offers an economical, rapid, and safe alternative to traditional methods and can be applied in blood sugar monitoring, sweetness assessment, and food safety. (c) 2024 Optica Publishing Group under the terms of the Optica Open Access Publishing Agreement
引用
收藏
页码:1418 / 1427
页数:10
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