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Research on improving the accuracy of near infrared non-invasive hemoglobin detection
Yuan, J. Z.; H. Q. Ding; H. Z. Gao and Q. P. Lu
2015
发表期刊Infrared Physics & Technology
卷号72页码:117-121
摘要To optimize the accuracy of near-infrared non-invasive hemoglobin (Hb) clinical detection, high-performance instrument and prepossessing algorithm have been investigated. A near-infrared spectrophotometric system was constructed adopting InGaAs detector array with 16 pixels and plane grating spectrometer to obtain high signal noise ratio (SNR) spectral data. In our experiment, we applied the device independently to collect spectra data from 91 volunteers' fingertips non-invasively. Two prediction tests were conducted to verify the effects of preprocessing algorithms improving the accuracy of near-infrared Mb detection and exclude the occasionality of satisfactory results in a single trial. Our non-invasive Hb detection methods were based on partial least squares (PLS). In each test, PLS, MSC coupled with PLS, DOSC coupled with PLS, three methods for non-invasive Hb detection, were analyzed respectively. The results of two trials showed that only DOSC & PLS performed excellently in both predictive ability and stability, obviously better than other two methods. Relative RMSEP was 6.16% in predicting test 1, 6.08% in predicting test 2, almost reaching the requirements of clinical application. It indicates that our independent-developed high-performance instrument and the method DOSC coupled with PLS are promising in non-invasive Mb detection clinical application. (c) 2015 Published by Elsevier B.V.
收录类别SCI ; EI
文献类型期刊论文
条目标识符http://ir.ciomp.ac.cn/handle/181722/55510
专题中科院长春光机所知识产出
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Yuan, J. Z.,H. Q. Ding,H. Z. Gao and Q. P. Lu. Research on improving the accuracy of near infrared non-invasive hemoglobin detection[J]. Infrared Physics & Technology,2015,72:117-121.
APA Yuan, J. Z.,H. Q. Ding,&H. Z. Gao and Q. P. Lu.(2015).Research on improving the accuracy of near infrared non-invasive hemoglobin detection.Infrared Physics & Technology,72,117-121.
MLA Yuan, J. Z.,et al."Research on improving the accuracy of near infrared non-invasive hemoglobin detection".Infrared Physics & Technology 72(2015):117-121.
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