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首页> 外文期刊>IEEE Transactions on Biomedical Engineering >Noninvasive glucose sensing utilizing a digital closed-loop polarimetric approach
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Noninvasive glucose sensing utilizing a digital closed-loop polarimetric approach

机译:利用数字闭环极化方法进行无创葡萄糖感测

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摘要

A polarimetric glucose sensor utilizing a digital closed-loop controller was designed and implemented during this study. Its potential as a noninvasive glucose sensor was evaluated in vitro for both glucose doped water and bovine aqueous humor mediums. A physiological hyperglycemic concentration range was used in both calibration and validation of each set of experiments. Ideally, the end application of this system could estimate blood glucose concentrations indirectly by measuring the amount of rotation of a light beam's polarization state after it propagates through the aqueous humor contained within the anterior chamber of the eye. The polarimeter designed in this study differs from similar investigated systems in that it utilizes a digital closed-loop control system. This type of controller was implemented in order to further improve system repeatability and stability without sacrificing accuracy. Unique to this investigation, independent validation sets other than those used to create each respective calibration model were obtained. The results of the glucose-doped water experiments yielded mean standard errors of prediction for calibration and validation of 6.91 and 8.84 mg/dl, respectively. The mean standard errors of prediction during calibration and validation of the glucose-doped aqueous humor experiments were higher at 27.20 and 27.47 mg/dl, respectively, due to medium degradation over time while exposed to air.
机译:在这项研究中,设计并实现了采用数字闭环控制器的极化葡萄糖传感器。体外评估了葡萄糖掺杂水和牛房水培养基作为无创葡萄糖传感器的潜力。在每组实验的校准和验证中均使用了生理性高血糖浓度范围。理想情况下,该系统的最终应用可以通过在光束传播通过眼前房内的房水后测量其偏振态的旋转量来间接估算血糖浓度。本研究中设计的旋光仪与类似的研究系统不同,它利用了数字闭环控制系统。实施这种类型的控制器是为了在不牺牲精度的情况下进一步提高系统的可重复性和稳定性。对于该研究而言,获得了独立的验证集,而不是用于创建各个校准模型的验证集。葡萄糖掺杂水实验的结果分别给出了校准和验证的平均标准误差预测值,分别为6.91和8.84 mg / dl。在葡萄糖掺杂的房水实验的校准和验证过程中,预测的平均标准误差分别较高,分别为27.20和27.47 mg / dl,这是由于暴露在空气中随时间推移会导致培养基降解。

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