非线性PID和动态SMC用于1型糖尿病人工胰腺控制

Dayan Calupiña, Andrea García, O. Camacho, A. Rosales, P. Rivadeneira
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引用次数: 2

摘要

近年来,人工胰腺在1型糖尿病治疗中的发展得到了加强。然而,这一发展面临的主要挑战是工厂参数的变化,预计这些参数的变化甚至高达其标称值的80%。当应用控制器时,这种参数变化带来了更大的困难。本文给出了非线性PID控制器和动态滑模控制器两种鲁棒控制器的设计与评价。模拟场景考虑了每天三餐的摄入量和不同的参数变化。性能分析表明,NPID比DSMC更能将血糖水平维持在设定点区域。最后,控制器在UVA/Padova代谢模拟器中进行测试,获得100%的患者在安全范围内。
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Non-linear PID and Dynamic SMC for the Artificial Pancreas control in the treatment of Type 1 Diabetes
The development of the artificial pancreas in the Type 1 Diabetes treatment has gained strength in recent years. However, the main challenge facing this development is the variations of the parameters in the plant, which are expected to change even up to an 80% of their nominal values. This parametric variation presents greater difficulty when applying controllers. This paper presents the design and evaluation of two robust controllers, the Nonlinear PID controller and the Dynamic Sliding Mode Controller. The simulation scenarios consider the intake of 3 meals per day and different parametric variation. The performance analysis shows that NPID maintains blood glucose levels in its set-point zone better than the DSMC. Finally, the controllers are tested in the UVA/Padova metabolic simulator obtaining the 100% of the patients in the safe range.
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