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利用微波传感器进行无创式血乳酸原位测量。

Noninvasive In-Situ Measurement of Blood Lactate Using Microwave Sensors.

出版信息

IEEE Trans Biomed Eng. 2018 Mar;65(3):698-705. doi: 10.1109/TBME.2017.2715071. Epub 2017 Jun 14.

Abstract

GOAL

This paper reports a novel electromagnetic sensor technique for real-time noninvasive monitoring of blood lactate in human subjects.

METHODS

The technique was demonstrated on 34 participants who undertook a cycling regime, with rest period before and after, to produce a rising and falling lactate response curve. Sensors attached to the arm and legs of participants gathered spectral data, blood samples were measured using a Lactate Pro V2; temperature and heart rate data was also collected.

RESULTS

Pointwise mutual information and neural networks are used to produce a predictive model. The model shows a good correlation between the standard invasive and novel noninvasive electromagnetic wave based blood lactate measurements, with an error of 13.4% in the range of 0-12 mmol/L.

CONCLUSION

The work demonstrates that electromagnetic wave sensors are capable of determining blood lactate level without the need for invasive blood sampling.

SIGNIFICANCE

Measurement of blood metabolites, such as blood lactate, in real-time and noninvasively in hospital environments will reduce the risk of infection, increase the frequency of measurement and ensure timely intervention only when necessary. In sports, such tools will enhance training of athletes, and enable more effecting training regimes to be prescribed.

摘要

目的

本文报道了一种用于实时非侵入式监测人体血液乳酸的新型电磁传感器技术。

方法

该技术在 34 名参与者身上进行了验证,他们进行了一段循环运动,运动前后有休息期,以产生上升和下降的乳酸反应曲线。附着在参与者手臂和腿部的传感器采集了光谱数据,使用 Lactate Pro V2 测量了血液样本;还收集了温度和心率数据。

结果

使用点互信息和神经网络来生成预测模型。该模型显示了标准侵入式和新型非侵入式电磁波血液乳酸测量之间的良好相关性,在 0-12mmol/L 的范围内误差为 13.4%。

结论

这项工作表明,电磁波传感器能够在无需进行侵入性血液采样的情况下确定血液乳酸水平。

意义

在医院环境中实时、非侵入式测量血液代谢物(如血液乳酸)将降低感染风险,增加测量频率,并确保仅在必要时进行及时干预。在运动中,此类工具将增强运动员的训练,并能够制定更有效的训练方案。

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