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

J.A. García-Rodríguez , Guy Yaoyotzin Cortés S․ , Roberto Carlos Diaz-Velazco , Alberto Gudiño-Ochoa , Antonio Navarrete-Guzmán
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Abstract

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 post-COVID-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.

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稳健的两自由度控制:针对患有 T1D 的成年人的模拟方法
糖尿病(Diabetes Mellitus,DM)正在成为一个全球关注的问题,影响着从幼年到成年的人群,并成为导致全球死亡的主要原因之一。后 COVID-19 时代的特点是医学、科学和工程学领域取得了显著进步,为研究创新解决方案创造了良好氛围。本手稿旨在利用双自由度鲁棒控制器技术研究确诊为 1 型糖尿病(T1D)的成年人的血糖调节问题。涉及 T1D 患者的生理数学模型是所提议的闭环技术的基础。该控制算法方法利用一个复杂、著名的 T1D 生理模拟器,成功地在由 10 名成年人组成的虚拟人群中维持了安全的血糖水平。我们通过连续 24 小时的模拟进行了评估。模拟结果支持了所提出方法的实用性,我们还使用统计分析进一步验证了该方法,该分析结合了概率密度函数和控制变异性网格分析(CVGA)。尽管这是一种基于理论和模拟的方法,但这项研究的结果证明了它的前景,为利用墨西哥技术发展人工胰腺技术领域提供了大有可为的机会。
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来源期刊
Results in Control and Optimization
Results in Control and Optimization Mathematics-Control and Optimization
CiteScore
3.00
自引率
0.00%
发文量
51
审稿时长
91 days
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