胰岛素泵模糊控制器对TIDM患者血糖持续控制的仿真研究

A. Maleki, A. Geramipour
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引用次数: 8

摘要

本文介绍了一种用于调节1型糖尿病患者血糖水平的闭环控制系统。设计控制器的目标是:1。1 .避免低血糖(血糖浓度应在3mmol/l以上);降低糖尿病患者的血糖水平(平均血糖应低于7mmol/l)。对这些患者的强化治疗是通过模拟健康人自然胰岛素分泌的连续皮下胰岛素输注泵来描述的。控制算法采用mamdani型模糊逻辑控制器(FLC),利用医生的经验对该病进行治疗。通过一组糖尿病患者模型验证了该控制器的鲁棒性。然后,将每个糖尿病患者的FLC结果与PID控制器的结果进行比较,以评估模糊控制器的性能和能力。结果表明,当系统参数存在不确定性时,FLC具有更稳定的响应。
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Continuous control of blood glucose in TIDM using fuzzy logic controller in insulin pump: A simulation study
This paper presents a closed-loop control system for regulating blood glucose level in type-1 diabetic patients. The goals of designing controller are 1. avoidance of hypoglycemia (blood glucose concentrations should be above 3mmol/l) and 2. reduction in the blood glucose level (average blood glucose should be less than 7mmol/l) in diabetic patients. An intensive therapy for these patients is described by a continuous subcutaneous insulin infusion pump which mimics the natural insulin secretion in healthy person. The control algorithm uses experience of physicians to treat this disease by using Mamdani-type fuzzy logic controller (FLC). Robustness of this controller is tested by a group of diabetic patients models. Then to assess the performance and capabilities of fuzzy controller, the results of FLC were compared to PID controller for each diabetic patient. The results showed that FLC has a more stable response in presence of uncertainty in system parameters which can vary from patient to patient.
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