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1 型糖尿病患者血糖调节的变结构鲁棒控制器设计:回溯法。

Variable structure robust controller design for blood glucose regulation for type 1 diabetic patients: A backstepping approach.

机构信息

Mechanical Engineering Department, Faculty of Engineering, Fasa University, Fasa, Iran.

出版信息

IET Syst Biol. 2021 Aug;15(6):173-183. doi: 10.1049/syb2.12032. Epub 2021 Jul 8.

DOI:10.1049/syb2.12032
PMID:34236138
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8675804/
Abstract

Diabetes mellitus type 1 occurs when cells in the pancreas are destroyed by the immune system. As a result, the pancreas cannot produce adequate insulin, and the glucose enters the cells to produce energy. To elevate the glycaemic concentration, sufficient amount of insulin should be taken orally or injected into the human body. Artificial pancreas is a device that automatically regulates the level of body insulin by injecting the requisite amount of insulin into the human body. A finite-time robust feedback controller based on the Extended Bergman Minimal Model is designed here. The controller is designed utilizing the backstepping approach and is robust against the unknown external disturbance and parametric uncertainties. The stability of the system is proved using the Lyapunov theorem. The controller is exponentially stable and hence provides the finite-time convergence of the blood glucose concentration to its desired magnitude. The effectiveness of the proposed control method is shown through simulation in MATLAB/Simulink environment via comparisons with previous studies.

摘要

1 型糖尿病是由于胰腺中的 细胞被免疫系统破坏而引起的。结果,胰腺无法产生足够的胰岛素,葡萄糖进入细胞以产生能量。为了提高血糖浓度,应该口服或注射足够量的胰岛素。人工胰腺是一种通过向人体注射适量胰岛素来自动调节体内胰岛素水平的装置。这里设计了一种基于扩展 Bergman 最小模型的有限时间鲁棒反馈控制器。该控制器采用反推方法设计,对未知外部干扰和参数不确定性具有鲁棒性。利用 Lyapunov 定理证明了系统的稳定性。控制器是指数稳定的,因此可以使血糖浓度在有限时间内收敛到期望的大小。通过与以前的研究进行比较,在 MATLAB/Simulink 环境中通过仿真展示了所提出的控制方法的有效性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f223/8675804/b187acb1b796/SYB2-15-173-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f223/8675804/c48e6c22afdf/SYB2-15-173-g005.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f223/8675804/595c5d7a9704/SYB2-15-173-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f223/8675804/1057bcf98286/SYB2-15-173-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f223/8675804/b187acb1b796/SYB2-15-173-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f223/8675804/c48e6c22afdf/SYB2-15-173-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f223/8675804/76ce3fe892bd/SYB2-15-173-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f223/8675804/ddd6c36f44f1/SYB2-15-173-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f223/8675804/595c5d7a9704/SYB2-15-173-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f223/8675804/1057bcf98286/SYB2-15-173-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f223/8675804/b187acb1b796/SYB2-15-173-g007.jpg

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本文引用的文献

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Neural-Network-Based Sliding-Mode Control of an Uncertain Robot Using Dynamic Model Approximated Switching Gain.基于神经网络的不确定机器人滑模控制,使用动态模型逼近切换增益。
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Blood glucose regulation in type 1 diabetic patients: an adaptive parametric compensation control-based approach.
抗血管生成抑制促进肿瘤生长的稳健性控制。
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Optimized type-2 fuzzy controller based on IoMT for stabilizing the glucose level in type-1 diabetic patients.基于物联网医疗的优化型 2 型模糊控制器,用于稳定 1 型糖尿病患者的血糖水平。
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Positive input observer-based controller design for blood glucose regulation for type 1 diabetic patients: A backstepping approach.基于正输入观测器的 1 型糖尿病患者血糖调节控制器设计:一种反推方法。
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