Non-invasive measurement of haemoglobin based on dynamic spectrum method

被引:20
|
作者
Wang, Huiquan [1 ]
Li, Gang [1 ]
Zhao, Zhe [1 ]
Lin, Ling [1 ]
机构
[1] Tianjin Univ, State Key Lab Precis Measurement Technol & Instru, Tianjin 300072, Peoples R China
基金
中国国家自然科学基金;
关键词
Artificial neural network; dynamic spectrum; haemoglobin; non-invasive measurement;
D O I
10.1177/0142331211411965
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
For the purpose of measuring the haemoglobin non-invasively, the dynamic spectrum (DS) method, which can minimize and hopefully eliminate the discrepancies among the individuals and the complicated conditions during measurement by near-infrared spectroscopy, was applied. DS is more accurate than the traditional method in haemoglobin non-invasive measurement, which was proved by theoretical derivation. In vivo measurements were carried out in 110 healthy volunteers and a criterion named the number of stable wavelengths was mentioned to evaluate the data's quality. A back propagation neural network was used to establish the calibration model of haemoglobin concentration against DS data, which were pre-processed by some special algorithms. The correlation coefficient of the predicted values and the true values was 0.907, which demonstrates proof-of-concept for the ability of the DS method to monitor haemoglobin concentration changes non-invasively.
引用
收藏
页码:16 / 24
页数:9
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