人工胰腺模型预测控制器的研制

M. Hachimi, A. Ballouk, I. Khelafa, A. Baghdad
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引用次数: 0

摘要

介绍·。当β细胞被人体自身免疫系统破坏时,就会发生1型糖尿病。1型糖尿病的治疗可以通过应用胰岛素输送的闭环控制策略,也被称为人工胰腺(AP)大大改善。方法:本文提出了一种新的MPC成本函数公式,利用一种技术,加快了AP的控制速度,并通过不对称目标函数解决了控制问题的非线性。发现:本工作的发现包括一种新的模型预测控制算法,该算法具有减少高血糖时间和避免低血糖的良好性能。结论:该方法的性能在计算机实验中得到了验证。
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Development of a model predictive controller for an artificial pancreas
Introduction·. Type 1 diabetes occurs when beta cells are destroyed by the body's own immune system. Treatment of type 1 diabetes mellitus could be greatly improved by applying a closed-loop control strategy to insulin delivery, also known as an Artificial Pancreas (AP). Method: In this paper we present a new formulation of the cost function for an MPC utilizing a technic which accelerate the speed of control of the AP and tackle the nonlinearity of the control problem via asymmetric objective functions. Finding: The finding of this work consist on a new Model Predictive Control algorithm that lead to good performances like decreasing the time of hyperglycaemia and avoiding hypoglycaemia. Conclusion: This performances are validated under in silico trials.
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