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Increasing Security in an Artificial Pancreas: Diagnosis of Actuator Faults

机译:增加人工胰腺中的安全性:执行器故障的诊断

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The current and incoming technology for the treatment of type 1 diabetes mellitus (T1DM) suggests that the concept of an artificial pancreas is a feasible goal [1]. Many engineering areas have key roles in the development of such system since they are involved in every part of the process (monitoring, dosing algorithms and delivering). Control engineering has presented many advances in the dosing strategies and some research groups are developing their own prototypes and plan to test them in a small-scale clinical set of trials [2]. As any other automated system, an artificial pancreas is susceptible to faults, hence the study of their possible effects and corrective solutions becomes an important topic in health care systems. In this sense, this paper addresses model-based fault diagnosis for an artificial pancreas, which consists of a continuous glucose monitor, a portable insulin pump and a glucose control strategy. Specifically, this work is focused on sub- and over-dosing scenarios caused by the malfunction of the insulin delivering device. The T1DM mathematical model developed in [3] is employed to design the fault diagnosis algorithm and its performance is evaluated in a virtual environment, where the patient inter-variability and the meal carbohydrate content variations can be simulated.
机译:用于治疗1型糖尿病(T1DM)的当前和入境技术表明人工胰腺的概念是一个可行的目标[1]。许多工程领域在这种系统的发展中具有关键作用,因为它们参与了该过程的每个部分(监测,计量算法和交付)。控制工程在给药策略中提出了许多进展,一些研究小组正在开发自己的原型,并计划在一系列小型临床试验中测试它们[2]。作为任何其他自动化系统,人工胰腺易受故障影响,因此研究其可能的效果和纠正解决方案成为医疗保健系统中的重要课题。从这个意义上讲,本文解决了人工胰腺的模型的故障诊断,其包括连续葡萄糖监测器,便携式胰岛素泵和葡萄糖控制策略。具体而言,这项工作专注于由胰岛素输送装置的故障引起的子和过时的情况。在[3]中开发的T1DM数学模型用于设计故障诊断算法及其性能在虚拟环境中评估,其中可以模拟患者间可变性和膳食碳水化合物含量变化。

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