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

IF 1.9 4区 生物学 Q4 CELL BIOLOGY
Nasim Ullah, Al-Sharef Muhammad
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引用次数: 2

Abstract

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.

Abstract Image

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
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。
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来源期刊
IET Systems Biology
IET Systems Biology 生物-数学与计算生物学
CiteScore
4.20
自引率
4.30%
发文量
17
审稿时长
>12 weeks
期刊介绍: IET Systems Biology covers intra- and inter-cellular dynamics, using systems- and signal-oriented approaches. Papers that analyse genomic data in order to identify variables and basic relationships between them are considered if the results provide a basis for mathematical modelling and simulation of cellular dynamics. Manuscripts on molecular and cell biological studies are encouraged if the aim is a systems approach to dynamic interactions within and between cells. The scope includes the following topics: Genomics, transcriptomics, proteomics, metabolomics, cells, tissue and the physiome; molecular and cellular interaction, gene, cell and protein function; networks and pathways; metabolism and cell signalling; dynamics, regulation and control; systems, signals, and information; experimental data analysis; mathematical modelling, simulation and theoretical analysis; biological modelling, simulation, prediction and control; methodologies, databases, tools and algorithms for modelling and simulation; modelling, analysis and control of biological networks; synthetic biology and bioengineering based on systems biology.
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