1型糖尿病患者最优pid -模糊控制器

M. Al-Fandi, M. Jaradat, Y. Sardahi
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引用次数: 19

摘要

本文提出了一种最优比例积分导数模糊控制器(PID-FLC)。本系统的设计旨在控制1型糖尿病患者的血糖升高。最近,一种集成了微型胰岛素输注泵和连续生物传感器的自动化系统被开发出来,用于替代胰腺中的β细胞。本文的主要贡献是介绍了一种基于并行PID-FLC结构的自动化胰岛素输送系统,该结构与遗传算法相协调。将该控制系统与最优PIFLC和PD-FLC以及参考模型进行了比较。结果显示,控制器可以将血糖水平维持在正常范围内。此外,PIFLC和PID-FLC的性能非常接近正常人的β细胞。因此,它们可以作为控制系统来管理1型糖尿病患者的血糖浓度。此外,PID-FLC节省了每天的胰岛素输送量,而其性能与PI-FLC大致相同。
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Optimal PID-Fuzzy Logic Controller for type 1 diabetic patients
In this paper, an optimal PID-FLC (Proportional Integral Derivative Fuzzy Logic Controller) is proposed. The design of this system aims to control blood glucose elevation in type 1 diabetic patients. An automated system integrated with a miniaturized insulin infusion pump and a continuous biosensor that measures the glucose level has been developed recently to replace beta cells in the pancreas. The main contribution of the paper is that it introduces an automated insulin delivery system based on a parallel PID-FLC structure tuned with genetic algorithms. This control system was compared to an optimal PIFLC and PD-FLC as well as a reference model. The results revealed that the controllers could maintain the glucose level within a normal range. In addition, the performance of the PIFLC and the PID-FLC was very close to that of beta cells in normal individuals. So, they can be exploited prosperously as control systems to manage blood glucose concentrations in Type 1 diabetic patients. In addition, the PID-FLC saved the amount of the daily delivered insulin, while, its performance was approximately the same as that of the PI-FLC.
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