Towards blood glucose and insulin estimation using off-line data and missing information

Cristian M. Hernandez, Jhon A. Isaza-Hurtado, Santiago Rivadeneria
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Abstract

Type 1 diabetes mellitus is an autoimmune disease, in which the beta cells of the pacreas are destroyed, which are responsible for provomer the production and release of insulin, which makes the transport, absorption and storage of glucose impossible. This can lead to different more serious diseases. In order to find a treatment for type diabetes mellitus, insulin infusion therapies and advanced control techniques based on the monitoring of glucose levels have been developed. Monitoring blood glucose concentration in patients with type 1 diabetes mellitus is the first step to exert a control action that regulates glucose homeostasis, said monitoring can be carried out periodically and / or sporadically. However, physical sensors for continuous monitoring may fail and present data loss, which could cause a poor predictive diagnosis and thus generate erroneous control actions that lead the patient to episodes of hyperglycemia or hypoglycemia. Therefore, a mobile horizon estimator (MHE) is designed to reconstruct the glucose concentration taking into account the periodic measurements of the continuous glucose monitor (CGM) and the sporadic measurements of the glucome-terse Both measurements will improve the quality of the measured information and adjust the state estimate when the information is lost.
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利用离线数据和缺失信息估计血糖和胰岛素
1型糖尿病是一种自身免疫性疾病,其中负责分泌和释放胰岛素的pacreas的β细胞被破坏,这使得葡萄糖的运输、吸收和储存无法进行。这可能导致各种更严重的疾病。为了找到治疗型糖尿病的方法,胰岛素输注疗法和基于血糖水平监测的先进控制技术已经发展起来。监测1型糖尿病患者的血糖浓度是发挥调节葡萄糖稳态控制作用的第一步,监测可以定期和/或零星地进行。然而,用于连续监测的物理传感器可能会失效并出现数据丢失,这可能导致较差的预测性诊断,从而产生错误的控制措施,导致患者出现高血糖或低血糖发作。因此,设计了一种移动水平估计器(MHE),结合连续血糖监测仪(CGM)的周期性测量和葡萄糖-精密度的偶散测量来重建葡萄糖浓度,这两种测量都能提高测量信息的质量,并在信息丢失时调整状态估计。
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