光谱学与光谱分析, 2012, 32 (4): 930, 网络出版: 2012-04-16
中红外无创血糖测量中光程变化对PLSR模型的影响研究
Effect of Path-Length Variations on PLSR Calibration Model in Noninvasive Measurement of Blood Glucose by Mid-Infrared Spectroscopy
中红外光谱 无创血糖测量 糖尿病 偏最小二乘回归 Mid-infrared spectroscopy Attenuated total reflection Non-invasive blood glucose measurement Diabetics Partial least square regression
摘要
在测量人体皮肤中红外光谱的过程中, 皮肤与ATR晶体之间的接触面积很难保持一致, 导致倏逝波与人体皮肤的作用光程会产生差异。 以光程变化信息与葡萄糖浓度信息之间的相关性为基础, 建立了两个分析葡萄糖含量的偏最小二乘回归(PLSR)模型, RMSECV分别为31.3和4.52 mg·dL-1; RMSEP分别为30.3和98.7 mg·dL-1。 结果表明, 当光程变化信息与葡萄糖浓度信息之间偶然相关时, 所建PLSR模型的预测精度与稳健性会受到不同程度的影响, 随着二者之间相关性的增强, 最优模型对葡萄糖信息的识别能力越来越弱。 为提高中红外无创血糖测量分析结果的可靠性, 避免获得伪优定标模型提供了实验依据。
Abstract
In noninvasive blood glucose measurement, it is difficult to keep the contact area between skin and internal reflectance element uniform while the mid-infrared spectra of human skin are taken, and this would lead to path-length variations. To study the effect of path-length variations on PLSR calibration model, in the present paper, according to the correlation coefficients between path-lengths and glucose concentrations, two PLSR models were achieved respectively and RMSECV were 31.3 and 4.52 mg·dL-1, RMSEP were 30.3 and 98.7 mg·dL-1 for the validation set. The results show that the chance correlations between path-lengths and glucose concentrations will lead to calibration models with different accuracy and robustness. This is useful to improving the reliability of noninvasive measurement of blood glucose by mid-infrared spectroscopy.
王动民, 卢启鹏, 丁海泉, 黄富荣. 中红外无创血糖测量中光程变化对PLSR模型的影响研究[J]. 光谱学与光谱分析, 2012, 32(4): 930. WANG Dong-min, LU Qi-peng, DING Hai-quan, HUANG Fu-rong. Effect of Path-Length Variations on PLSR Calibration Model in Noninvasive Measurement of Blood Glucose by Mid-Infrared Spectroscopy[J]. Spectroscopy and Spectral Analysis, 2012, 32(4): 930.