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Physiological Models and Control for Type 1 Diabetes Mellitus: A Brief Review

机译:1型糖尿病的生理模型和控制:简要回顾。

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The regulation of blood glucose in Type-1 Diabetes Mellitus (T1DM) patient is being extensively investigated by researchers. This research, therefore, has contributed to the development of many glucose-insulin mathematical models, which at some level successfully mimic the physiological behaviour of the human body. These mathematical models describe the dynamics of glucose in the presence of insulin in the body. One the most important factors affecting the glucose-insulin dynamics is meal intake. Hence, augmenting glucose-insulin dynamics with meal dynamics is very important. Augmented mathematical models have many patient specific physiological parameters which are difficult to estimate. Thus, there is a need to check for the identifiability of the parameters and hence there is a need to identify and estimate these parameters. The most fundamental research, which goes into automation of insulin infusion into the T1DM patient is the development of control algorithms. In this paper, a brief review on some of the important augmented models, identification, parameter estimation and existing control algorithms are presented. For the development of Artificial Pancreas System (APS) integration of glucose sensor is an important issue which in turn introduces sensor noise in the measurement, thereby leading to model imperfection. This paper further discusses the design of control algorithms in the presence of such noises and various other disturbances.
机译:研究人员正在广泛研究1型糖尿病(T1DM)患者的血糖调节。因此,这项研究为许多葡萄糖-胰岛素数学模型的发展做出了贡献,这些模型在某种程度上成功地模仿了人体的生理行为。这些数学模型描述了体内胰岛素存在时葡萄糖的动态变化。进餐量是影响葡萄糖-胰岛素动力学的最重要因素之一。因此,用膳食动态增加葡萄糖-胰岛素动态非常重要。增强的数学模型具有许多患者特定的生理参数,这些参数很难估计​​。因此,需要检查参数的可识别性,因此需要识别和估计这些参数。对T1DM患者进行胰岛素输注自动化的最基础研究是控制算法的开发。在本文中,简要回顾了一些重要的增强模型,识别,参数估计和现有的控制算法。对于人工胰腺系统(APS)的开发,葡萄糖传感器的集成是一个重要的问题,继而在测量中引入传感器噪声,从而导致模型缺陷。本文进一步讨论了在存在此类噪声和各种其他干扰的情况下控制算法的设计。

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