Changchun Institute of Optics,Fine Mechanics and Physics,CAS
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
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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 |
推荐引用方式 GB/T 7714 | 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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