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基于脉冲响应模型的I型糖尿病餐后血糖预测

Post-prandial plasma glucose prediction in type I diabetes based on Impulse Response Models.

作者信息

Stahl F, Johansson R, Renard Eric

机构信息

Dept. Automatic Control, Lund University, PO Box 118, SE22100 Sweden.

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2010;2010:1324-7. doi: 10.1109/IEMBS.2010.5626386.

Abstract

In this paper the impact of different meals and rapid insulin were estimated as Finite Impulse Response Models from a data set of 18 patients. Based on these models short-term individualized predictors were tested for 20 and 60 minute prediction. The predictors were evaluated using Clarke Grid Analysis and had on average more than 94 % and 75 % in the A zone and less than 1 % and 3 % in the errorous C/D/E zones, which in comparison to other published results is competitive.

摘要

在本文中,从18名患者的数据集中,将不同餐食和速效胰岛素的影响估计为有限脉冲响应模型。基于这些模型,对短期个体化预测指标进行了20分钟和60分钟预测的测试。使用克拉克网格分析对这些预测指标进行评估,结果显示,在A区平均超过94%和75%,在错误的C/D/E区低于1%和3%,与其他已发表的结果相比具有竞争力。

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