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[基于浮动参考法校正光谱背景变化效果的模拟验证]

[The validation of the effect of correcting spectral background changes based on floating reference method by simulation].

作者信息

Wang Zhu-lou, Zhang Wan-jie, Li Chen-xi, Chen Wen-liang, Xu Ke-xin

出版信息

Guang Pu Xue Yu Guang Pu Fen Xi. 2015 Feb;35(2):547-51.

Abstract

There are some challenges in near-infrared non-invasive blood glucose measurement, such as the low signal to noise ratio of instrument, the unstable measurement conditions, the unpredictable and irregular changes of the measured object, and etc. Therefore, it is difficult to extract the information of blood glucose concentrations from the complicated signals accurately. Reference measurement method is usually considered to be used to eliminate the effect of background changes. But there is no reference substance which changes synchronously with the anylate. After many years of research, our research group has proposed the floating reference method, which is succeeded in eliminating the spectral effects induced by the instrument drifts and the measured object's background variations. But our studies indicate that the reference-point will changes following the changing of measurement location and wavelength. Therefore, the effects of floating reference method should be verified comprehensively. In this paper, keeping things simple, the Monte Carlo simulation employing Intralipid solution with the concentrations of 5% and 10% is performed to verify the effect of floating reference method used into eliminating the consequences of the light source drift. And the light source drift is introduced through varying the incident photon number. The effectiveness of the floating reference method with corresponding reference-points at different wavelengths in eliminating the variations of the light source drift is estimated. The comparison of the prediction abilities of the calibration models with and without using this method shows that the RMSEPs of the method are decreased by about 98.57% (5%Intralipid)and 99.36% (10% Intralipid)for different Intralipid. The results indicate that the floating reference method has obvious effect in eliminating the background changes.

摘要

近红外无创血糖测量存在一些挑战,例如仪器的信噪比低、测量条件不稳定、被测对象不可预测和不规则的变化等。因此,很难从复杂信号中准确提取血糖浓度信息。通常认为采用参考测量方法来消除背景变化的影响。但不存在与被测物同步变化的参考物质。经过多年研究,我们的研究小组提出了浮动参考方法,该方法成功消除了仪器漂移和被测对象背景变化引起的光谱效应。但我们的研究表明,参考点会随着测量位置和波长的变化而变化。因此,需要全面验证浮动参考方法的效果。在本文中,为简单起见,采用浓度为5%和10%的脂肪乳溶液进行蒙特卡罗模拟,以验证浮动参考方法用于消除光源漂移影响的效果。通过改变入射光子数引入光源漂移。评估了在不同波长下具有相应参考点的浮动参考方法在消除光源漂移变化方面的有效性。使用该方法和不使用该方法的校准模型预测能力的比较表明,对于不同的脂肪乳溶液,该方法的预测均方根误差分别降低了约98.57%(5%脂肪乳)和99.36%(10%脂肪乳)。结果表明,浮动参考方法在消除背景变化方面有明显效果。

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