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

机译:1型糖尿病型糖尿病的生理模型和对照:简要评论

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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:研究人员正在广泛调查1型糖尿病患者(T1DM)患者的血糖调节。因此,这项研究导致了许多葡萄糖 - 胰岛素数学模型的发展,这在某些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的葡萄糖动态。影响葡萄糖 - 胰岛素动态的最重要因素是膳食摄入。因此,用膳食动态增强葡萄糖 - 胰岛素动态非常重要。增强数学模型具有许多患者难以估计的患者特异性生理参数。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。最基本的研究,进入胰岛素输注到T1DM患者的自动化是控制算法的发展。本文介绍了对一些重要的增强模型,识别,参数估计和现有控制算法的简要综述。为了开发人工胰腺系统(APS)葡萄糖传感器的集成是一个重要的问题,反过来又引入了测量中的传感器噪声,从而导致模型缺陷。本文进一步讨论了在存在这种噪声和各种其他干扰的情况下控制算法的设计。

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