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持续葡萄糖监测:用于校准、滤波和警报的实时算法。

Continuous glucose monitoring: real-time algorithms for calibration, filtering, and alarms.

作者信息

Bequette B Wayne

机构信息

Department of Chemical and Biological Engineering, Rensselaer Polytechnic Institute, Troy, New York 12180-3590 , USA.

出版信息

J Diabetes Sci Technol. 2010 Mar 1;4(2):404-18. doi: 10.1177/193229681000400222.

Abstract

Algorithms for real-time use in continuous glucose monitors are reviewed, including calibration, filtering of noisy signals, glucose predictions for hypoglycemic and hyperglycemic alarms, compensation for capillary blood glucose to sensor time lags, and fault detection for sensor degradation and dropouts. A tutorial on Kalman filtering for real-time estimation, prediction, and lag compensation is presented and demonstrated via simulation examples. A limited number of fault detection methods for signal degradation and dropout have been published, making that an important area for future work.

摘要

本文综述了连续血糖监测仪实时使用的算法,包括校准、噪声信号过滤、低血糖和高血糖警报的血糖预测、毛细管血糖对传感器时间滞后的补偿,以及传感器退化和信号丢失的故障检测。通过仿真示例展示了用于实时估计、预测和滞后补偿的卡尔曼滤波教程。针对信号退化和丢失的故障检测方法已发表的数量有限,这使其成为未来工作的一个重要领域。

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Diabetes: Models, Signals, and Control.糖尿病:模型、信号与控制
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