Noninvasive Detection of Blood Glucose Based on Conservation of Energy Metabolism and Spectroscopy 基于能量守恒与光谱法的无创血糖检测技术

Chen，Jian1; Wang，Taihong2; Duan，Xiaochuan3

2020-10-01

10.16818/j.issn1001-5868.2020.05.025

半导体光电   影响因子和分区

1001-5868

Traditional human blood glucose testing methods are invasive and have certain limitations. In this paper, a new technique is proposed by combining energy conservation method and spectroscopy to realize non-invasive, real-time and accurate detection of human blood glucose. Firstly, a body sign data collection device was designed to collect blood glucose-related data in real time and upload it to the upper computer. Then the data were analyzed and evaluated with such three different machine learning algorithms as multiple linear regressions, k-nearest neighbor regression and support vector regression, thus the optimal algorithm for non-invasive blood glucose detection could be confirmed by comparisons. Experimental results show that, the proposed technique for noninvasive blood glucose detection realizes high feasibility, accuracy and robustness, the measurement accuracy based on the support vector regression algorithm is the best, and the correlation coefficient reached as high as 0.862.

Conservation of energy metabolism Non-invasive detection of blood glucose Spectroscopy Support vector machines

中文

通讯

(中国基金会项目)%(自然基金会福建省科学基金项目)

2-s2.0-85093688692

Scopus

bdtgd202005025

1.School of Aerospace Engineering,Xiamen University,Xiamen,361102,China
2.Department of Electrical and Electronic Engineering,South University of Science and Technology,Shenzhen,518055,China
3.Pen-Tung Sah Institute of Micro-Nano Science and Technology,Xiamen University,Xiamen,361102,China

Chen，Jian,Wang，Taihong,Duan，Xiaochuan. Noninvasive Detection of Blood Glucose Based on Conservation of Energy Metabolism and Spectroscopy 基于能量守恒与光谱法的无创血糖检测技术[J]. 半导体光电,2020,41(5):734-737,742.

Chen，Jian,Wang，Taihong,&Duan，Xiaochuan.(2020).Noninvasive Detection of Blood Glucose Based on Conservation of Energy Metabolism and Spectroscopy 基于能量守恒与光谱法的无创血糖检测技术.半导体光电,41(5),734-737,742.

Chen，Jian,et al."Noninvasive Detection of Blood Glucose Based on Conservation of Energy Metabolism and Spectroscopy 基于能量守恒与光谱法的无创血糖检测技术".半导体光电 41.5(2020):734-737,742.