ANFIS regulated type 1diabetic model for different glucose absorption scenarios

A. György, P. Szalay, Z. Benyó, B. Benyó, A. Kovács, L. Kovács
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引用次数: 3

Abstract

The human blood glucose system is one of the most important systems of the human body, as energy transport is fulfilled through this complex endocrine control process. Because of its great importance, many models were published, most of them with phenomenological approach. The current paper focuses on a new molecular model published recently which is capable of describing the normal blood glucose household. Type 1 diabetes can be modeled by transforming the original model, then soft computing based controller is designed. Rough rule base is generated with subtractive clustering which is later followed by its refinement by parameter tuning. As a result, an Adaptive Neuro-Fuzzy Inference System (ANFIS) is designed. A simple absorption model is presented in order to test the designed controller for different absorption curves. Simulation results are in accordance with the behavior of the healthy human blood glucose system.
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ANFIS调节不同葡萄糖吸收情景下的1型糖尿病模型
人体血糖系统是人体最重要的系统之一,能量的输送是通过这个复杂的内分泌控制过程来完成的。由于其重要性,许多模型被发表,其中大多数采用现象学方法。本文重点研究了最近发表的一种能够描述正常血糖家庭的新分子模型。对1型糖尿病模型进行改造,设计了基于软计算的控制器。先用减法聚类生成粗规则库,然后通过参数调优对其进行细化。为此,设计了自适应神经模糊推理系统(ANFIS)。为了测试所设计的控制器在不同吸收曲线下的性能,给出了一个简单的吸收模型。模拟结果符合健康人血糖系统的行为。
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