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1型糖尿病患者胰岛素与葡萄糖动力学的面向控制模型

Control oriented model of insulin and glucose dynamics in type 1 diabetics.

作者信息

Fabietti Pier Giorgio, Canonico Valentina, Federici Marco Orsini, Benedetti Massimo Massi, Sarti Eugenio

机构信息

Department of Internal Medicine, University of Perugia, Str. Villa Gemini, 4, 06126 Perugia, Italy.

出版信息

Med Biol Eng Comput. 2006 Mar;44(1-2):69-78. doi: 10.1007/s11517-005-0012-2.

Abstract

The aim of the study was to realize a mathematical model of insulin-glucose relationship in type I diabetes and test its effectiveness for the design of control algorithms in external artificial pancreas. A new mathematical model, divided into glucose and insulin sub-models, was developed from the so-called "minimal model". The key feature is the representation of insulin sensitivity so as to permit the personalisation of the parameters. Real-time applications are based on an insulin standardised model. Clinical data were used to estimate model parameters. Root mean square error between simulated and real blood glucose profiles (G(rms)) was used to evaluate system efficacy. Results from parameter estimation and insulin standardisation showed a good capability of the model to identify individual characteristics. Simulation results with a G(rms) 1.30 mmol/l in the worst case testified the capacity of the model to accurately represent glucose-insulin relationship in type 1 diabetes allowing self tuning in real time.

摘要

本研究的目的是建立I型糖尿病中胰岛素-葡萄糖关系的数学模型,并测试其在外部人工胰腺控制算法设计中的有效性。一个新的数学模型,分为葡萄糖和胰岛素子模型,是从所谓的“最小模型”发展而来的。关键特性是胰岛素敏感性的表示,以便允许参数个性化。实时应用基于胰岛素标准化模型。临床数据用于估计模型参数。模拟血糖曲线与实际血糖曲线之间的均方根误差(G(rms))用于评估系统疗效。参数估计和胰岛素标准化的结果表明该模型具有良好的识别个体特征的能力。在最坏情况下G(rms)为1.30 mmol/l的模拟结果证明了该模型能够准确表示1型糖尿病中的葡萄糖-胰岛素关系,并允许实时自我调整。

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