Application of EMD Algorithm to the Dynamic Spectrum Non-Invasive Measurement of Hemoglobin
LIN Ling1, LI Wei1, ZHOU Mei1, ZENG Rui-li2, LI Gang3, ZHANG Bao-ju4*
1. State Key Laboratory of Precision Measurement Technology and Instruments, Tianjin University, Tianjin 300072, China 2. Department of Automobile Engineering, Military Transportation University, Tianjin 300161, China 3. Tianjin Key Laboratory of Biomedical Detecting Techniques & Instruments, Tianjin University, Tianjin 300072, China 4. College of Electronics and Communication Engineering, Tianjin Normal University, Tianjin 300387, China
Abstract:Empirical mode decomposition (EMD) algorithm combined with the theory of dynamic spectrum extraction at frequency domain was applied to the noninvasive measurement of hemoglobin concentration. Fifty seven cases’ photoplethysmography was collected in the range of 636.98~1 086.86 nm in vivo. After the denoising preprocess through the EMD method for each wavelength pulse wave of each sample separately, dynamic spectrum of each sample was made up of all peaks extracted by Fourier transform. Partial least squares regression model was used to establish the calibration and prediction of hemoglobin concentration. Compared to the modeling results without EMD, the correlation coefficient of predicted values and the real values was increased from 0.879 8 up to 0.917 6. The root mean square error of prediction set was reduced from 6.675 9 to 5.300 1 g·L-1 and the relative error was reduced from 8.45% to 6.71%. The modeling accuracy has been greatly improved. The results showed that EMD algorithm can be effectively applied to denoise the spectral data and improve the accuracy of the non-invasive measurement of blood components.
[1] JI Wen-jun,SHI Zhou,ZHOU Qing,et al(纪文君,史 舟,周 清,等). Journal of Infrared and Millimeter Waves(红外与毫米波学报),2012,31(3): 277. [2] CHEN Xing-dan(陈星旦). Optics and Precision Engineering(光学精密工程),2008,16(5): 759. [3] ZHANG Wan-jie,LIU Rong,XU Ke-xin(张婉洁,刘 蓉,徐可欣). Acta Chimica Sinica(化学学报), 2013. [4] JIA Ping,ZHANG Bao-ju,ZHANG Zhi-yong,et al(贾 萍,张宝菊,张志勇,等). Journal of Infrared and Millimeter Waves(红外与毫米波学报),2010,29(2): 132. [5] LI Gang,WANG Yan,LI Qiu-xia,et al(李 刚,王 焱,李秋霞,等). Journal of Infrared and Millimeter Waves(红外与毫米波学报),2006,25(5): 345. [6] ZHANG Zhi-yong,LI Gang,LIN Ling,et al(张志勇,李 刚,林 凌,等). Spectroscopy and Spectral Analysis(光谱学与光谱分析),2012,32(10): 2815. [7] Huang N E,Shen Z,Long S R,et al. Proceedings of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences,1998,454(1971): 903. [8] ZHU Tian-qiao,HUANG Li-yu(朱天桥,黄力宇). Chinese Journal of Scientific Instrument(仪器仪表学报),2010,(11): 2434. [9] Zhang Y, Sun J W, Rolfe P. Journal of Modern Optics, 2010, 57(21): 2159. [10] YANG Yu,YU De-jie,CHENG Jun-sheng(杨 宇,于德介,程军圣). China Mechanical Engineering(中国机械工程),2004,15(10): 908. [11] Wang H,Li G,Zhao Z,et al. Transactions of the Institute of Measurement and Control,2013,35(1): 16.