In silico validation of a customizable fully-autonomous artificial pancreas with coordinated insulin, glucagon and rescue carbohydrates

IF 5.3 2区 医学 Q1 ENGINEERING, BIOMEDICAL
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引用次数: 0

Abstract

Artificial pancreas systems should be designed considering different patient profiles, which is challenging from a control theory perspective. In this paper, a flexible-hybrid dual-hormone control algorithm for an artificial pancreas is proposed. The algorithm handles announced/unannounced meals by means of a non-interacting feedforward scheme that safely incorporates prandial boluses. Also, a coordination strategy is employed to distribute the counter-regulatory actions, which can be delivered as a continuous glucagon infusion via an automated pump, as an oral rescue carbohydrate recommendation, or as a rescue glucagon dose recommendation to be administrated through a glucagon pen. The different configurations of the proposed controller were evaluated in silico using a 14-day virtual scenario with random meal intakes and exercise sessions, achieving above 80% time-in-range and low time spent in hypoglycemia.

对可协调胰岛素、胰高血糖素和救命碳水化合物的可定制全自主人工胰腺进行硅验证
人工胰腺系统的设计应考虑不同患者的情况,这从控制理论的角度来看具有挑战性。本文提出了一种灵活混合的人工胰腺双激素控制算法。该算法通过非交互式前馈方案处理已宣布/未宣布的膳食,并安全地将餐前胰岛素纳入其中。此外,该算法还采用了一种协调策略来分配反调节作用,可通过自动泵持续输注胰高血糖素、推荐口服救命碳水化合物或通过胰高血糖素笔推荐救命胰高血糖素剂量。利用随机进餐和运动的 14 天虚拟场景,对拟议控制器的不同配置进行了模拟评估,结果显示,控制器的有效时间超过 80%,低血糖时间较短。
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来源期刊
CiteScore
16.50
自引率
6.20%
发文量
77
审稿时长
38 days
期刊介绍: Biocybernetics and Biomedical Engineering is a quarterly journal, founded in 1981, devoted to publishing the results of original, innovative and creative research investigations in the field of Biocybernetics and biomedical engineering, which bridges mathematical, physical, chemical and engineering methods and technology to analyse physiological processes in living organisms as well as to develop methods, devices and systems used in biology and medicine, mainly in medical diagnosis, monitoring systems and therapy. The Journal''s mission is to advance scientific discovery into new or improved standards of care, and promotion a wide-ranging exchange between science and its application to humans.
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