基于代数膳食干扰估计的1型糖尿病血糖调节自适应鲁棒控制设计

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Nasim Ullah, Al-Sharef Muhammad
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引用次数: 2

摘要

本研究设计了一种鲁棒闭环控制算法,用于稳定1型糖尿病患者的高血糖水平。该控制算法基于将代数扰动估计量与反演积分滑模控制(BISMC)技术相结合而产生的一种新的控制作用。该估计器具有有限时间收敛性,能够准确、快速地估计膳食扰动。此外,在控制器中对估计扰动进行补偿,可以显著降低滑模控制固有的抖振现象。该控制器应用于最可靠的1型糖尿病患者模型之一,称为Bergman最小模型。通过与经典的滑模控制和超扭滑模控制的比较,证明了所设计控制器的有效性和优越性。针对三种不同的情况,详细分析了所设计的控制器对膳食扰动的鲁棒性。所考虑的三种情况是高血糖、高血糖合并进餐障碍和三餐障碍。仿真结果证实了基于代数扰动估计器的BISMC控制器在上述所有情况下的优越性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Novel algebraic meal disturbance estimation based adaptive robust control design for blood glucose regulation in type 1 diabetes patients

Novel algebraic meal disturbance estimation based adaptive robust control design for blood glucose regulation in type 1 diabetes patients

This study designs a robust closed-loop control algorithm for elevated blood glucose level stabilisation in type 1 diabetic patients. The control algorithm is based on a novel control action resulting from integrating algebraic meal disturbance estimator with back-stepping integral sliding mode control (BISMC) technique. The estimator shows finite time convergence leading to accurate and fast estimation of meal disturbance. Moreover, compensation of the estimated disturbance in controller provides significant reduction in chattering phenomenon, which is inherent drawback of sliding mode control (SMC). The controller is applied to one of the most reliable models of type 1 diabetic patients, named Bergman's minimal model. The effectiveness and superiority of the designed controller is shown by comparing it to classical SMC and super-twisting sliding mode control. The designed controller is subject to three different cases for detailed analysis of the controller's robustness against meal disturbance. The three cases considered are hyperglycaemia, hyperglycaemia combined with meal disturbance and three meal disturbance. The simulation results confirm superior performance of algebraic disturbance estimator based BISMC controller for all the cases mentioned above.

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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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