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首页> 外文期刊>Turkish Journal of Electrical Engineering and Computer Sciences >Blood glucose control using an ABC algorithm-based fuzzy-PID controller
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Blood glucose control using an ABC algorithm-based fuzzy-PID controller

机译:使用基于ABC算法的模糊PID控制器进行血糖控制

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In this paper, a Mamdani-type fuzzy controller is proposed as the controller part of an artificial pancreas. The controller is optimized with the artificial bee colony optimization algorithm. The glucose{insulin regulatory system, based on a nonlinear differential model in the presence of delay, is used both for virtual patient and healthy person data. The main target of the controller is to mimic a blood glucose concentration profile of the healthy person with exogenous insulin infusion. Simulations are performed to assess the control function in terms of tracking the blood glucose concentration profile of the healthy person and minimizing errors. To show robustness, a group of three tests are implemented. These tests include unusual glucose intake, sensor noise, and uncertainty in the clearance rate parameter. The simulation results demonstrate that the adopted method is more effective than similar studies in the literatu Keywords: Artificial bee colony algorithm, artificial pancreas, fuzzy control, Type 1 diabetes mellitus Full Text: PDF.
机译:本文提出了一种Mamdani型模糊控制器作为人工胰腺的控制器部分。通过人工蜂群优化算法对控制器进行优化。在存在延迟的情况下,基于非线性微分模型的葡萄糖胰岛素调节系统可用于虚拟患者和健康人数据。控制器的主要目标是通过外源性胰岛素输注来模拟健康人的血糖浓度曲线。进行模拟以评估控制功能,以追踪健康人的血糖浓度分布并最大程度地减少误差。为了显示鲁棒性,实施了三个测试组。这些测试包括异常的葡萄糖摄入,传感器噪音以及清除率参数的不确定性。仿真结果表明,该方法在文献研究中比同类研究更为有效。关键词:人工蜂群算法,人工胰腺,模糊控制,1型糖尿病全文:PDF。

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