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Bihormonal artificial pancreas system based on switching model predictive control

机译:基于切换模型预测控制的双激素人工胰腺系统

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Automated regulation of blood glucose concentration has become a daily challenge for diabetes mellitus. Normally, there are two main hormones for glucose control, i.e. glucagon and insulin. In accordance with whether glucagon is infused, the artificial pancreas systems can be categorized into two types: unihormone type (single insulin infusion) and bihormone type (both insulin and glucagon infusion). However, the reported studies about bihormone AP system were very scarce since the research time is not long and the research content is very complicated. In this study, an optimal switching control method was proposed to design the logic of whether insulin or glucagon subsystems should be active, where the delivery rates of insulin as well as glucagon were designed by using model predictive control (MPC). The in silico results prove that the proposed bihormonal AP systems can perform outstandingly in respect of lowing the risk of hypoglycemia, smoothing the glucose level, and robustness with regard to insulin/glucagon sensitivity variations.
机译:血糖浓度的自动调节已成为糖尿病的日常挑战。通常,用于控制葡萄糖的主要激素有两种,即胰高血糖素和胰岛素。根据是否注入胰高血糖素,人造胰腺系统可分为两种类型:单激素型(单次胰岛素输注)和双激素型(胰岛素和胰高血糖素输注)。但是,由于研究时间不长,研究内容十分复杂,因此关于双激素AP系统的报道很少。在这项研究中,提出了一种最佳的切换控制方法来设计是否应激活胰岛素子系统或胰高血糖素子系统的逻辑,其中使用模型预测控制(MPC)设计胰岛素和胰高血糖素的递送速率。电子计算机的结果证明,所提出的双激素AP系统在降低低血糖症的风险,使葡萄糖水平平稳以及胰岛素/胰高血糖素敏感性变化的稳定性方面表现出色。

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