Robust two-degree-of-freedom control: A simulation-based approach for adults population with T1D

被引:0
作者
Garcia-Rodriguez, J. A. [1 ]
Cortes, S. Guy Yaoyotzin [2 ]
Diaz-Velazco, Roberto Carlos [2 ]
Gudino-Ochoa, Alberto [2 ]
Navarrete-Guzman, Antonio [3 ]
机构
[1] Univ Guadalajara, Dept Comp Sci & Technol Innovat, CUSUR, Av Enrique Arreola Silva 883, Ciudad Guzman 49000, Jalisco, Mexico
[2] Natl Technol Inst Mexico, Div Postgrad Studies & Res, Campus Ciudad Guzman,Av Tecnol 100, Ciudad Guzman 49000, Jalisco, Mexico
[3] Autonomous Univ Nayarit, Natl Technol Inst Mexico, Dept Elect & Elect Engn, Campus Tep & Acad Unit Basic Sci & Engn, Tepic, Mexico
来源
RESULTS IN CONTROL AND OPTIMIZATION | 2024年 / 16卷
关键词
Type; 1; diabetes; Two-degree-of-freedom; Robust controller; Physiological T1D simulator; Biological system modeling; BLOOD-GLUCOSE; MODEL;
D O I
10.1016/j.rico.2024.100454
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Diabetes Mellitus (DM) is emerging as a global concern, affecting people from early ages to adulthood and positioning itself as one of the leading causes of mortality worldwide. The postCOVID-19 era has been characterized by notable progress in the domains of medicine, science, and engineering, creating a favorable atmosphere for the investigation of innovative solutions. The present manuscript aims to investigate the problem of glucose regulation in adults diagnosed with Type 1 Diabetes mellitus (T1D) using a two-degree-of-freedom robust controller technique. A physiological mathematical model involving individuals with T1D serves as the foundation for the proposed closed-loop technique. The control algorithm approach successfully maintains safe glycemic levels in a virtual population of 10 adults using a sophisticated, well-known physiological T1D simulator. We evaluated this with continuous 24-hour simulations. Simulation results support the practicality of the presented approach, and we further validate it using a statistical analysis that incorporates a probability density function and control variability grid analysis (CVGA). Despite being a theoretical and simulation-based methodology, the results of this study demonstrate promise, offering promising opportunities for developments in the field of artificial pancreas technology using Mexican technology.
引用
收藏
页数:15
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