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Dynamics of Glucose-Insulin Regulation: Insulin Injection Regime for Patients with Diabetes Type 1

机译:葡萄糖-胰岛素调节的动力学:1型糖尿病患者的胰岛素注射方案

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A healthy human body regulates blood glucose concentration via regulating the insulin concentration. Diabetes type 1 patients' bodies cannot produce insulin. Therefore, blood glucose needs to be regulated by insulin injections. This is not an easy task because there are dynamic complexities such as accumulation processes, delavs, nonlinearities, and feedback loops in the system. Moreover, the task is a critical one because both low and high levels of glucose are harmful for the body. In this work, we first developed and calibrated a system dynamics model for "the two time delay model" as described by Li et ah, 2006. Later, we introduced a penalty formulation to be able to evaluate different cases. We also deleted the insulin production flow and added insulin injections to the base model in order to obtain the model for a diabetes type 1 patient. According to the initial results of the study, the suggested decision making heuristic would yield satisfactory results. However, further tests under different glucose infusion rate patterns and improvement to the heuristic are necessary.
机译:健康的人体通过调节胰岛素浓度来调节血糖浓度。 1型糖尿病患者的身体无法产生胰岛素。因此,需要通过注射胰岛素来调节血糖。这不是一件容易的事,因为系统中存在动态复杂性,例如累积过程,偏差,非线性和反馈回路。此外,这项任务是一项至关重要的任务,因为低和高水平的葡萄糖都对身体有害。在这项工作中,我们首先开发和校准了“两个时间延迟模型”的系统动力学模型,如Li等人(2006)所述。后来,我们引入了惩罚公式,以便能够评估不同的情况。我们还删除了胰岛素生产流程,并向基本模型中添加了胰岛素注射剂,以获得1型糖尿病患者的模型。根据研究的初步结果,建议的启发式决策将产生令人满意的结果。但是,需要在不同的葡萄糖输注速率模式下进行进一步测试,并改善启发式方法。

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