Incorporating meal absorption as a dynamic compartment: A novel extension of Bergman’s model for T1D optimal control

IF 3.7 Q2 MULTIDISCIPLINARY SCIENCES
Scientific African Pub Date : 2026-03-01 Epub Date: 2026-02-03 DOI:10.1016/j.sciaf.2026.e03201
Essamy Amina, Dehaj Imane, Ferjouchia Hanane, Rachik Mostafa
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引用次数: 0

Abstract

Managing Type 1 Diabetes (T1D) effectively requires precise modeling of glucose dynamics, especially the sharp postprandial spikes that contribute to long-term complications. Current models often treat meals as mere external disturbances, a simplification that limits both physiological accuracy and therapeutic potential. This study addresses that gap by introducing a novel four-compartment extension of Bergman’s minimal model, where meal absorption is represented as an internal dynamic state rather than an external input. The proposed framework captures the time-dependent release of glucose into the bloodstream following a meal. Mathematical analysis confirms the model’s consistency, establishing existence, uniqueness, boundedness, and positivity of solutions under biologically relevant parameters. Application of Pontryagin’s Maximum Principle yields an optimal insulin administration strategy explicitly linked to meal dynamics, producing a feedback control law that adjusts insulin delivery in response to real-time nutrient absorption. Numerical simulations confirm the approach’s effectiveness in dampening postprandial glucose excursions and improving overall glycemic stability. By integrating meal dynamics directly into the physiological model, this work provides a more realistic foundation for designing adaptive insulin therapies and supports the development of next-generation artificial pancreas systems.
结合膳食吸收作为一个动态隔间:伯格曼模型的T1D最优控制的新扩展
有效管理1型糖尿病(T1D)需要精确的葡萄糖动力学模型,特别是导致长期并发症的餐后急剧峰值。目前的模型通常将饮食仅仅视为外部干扰,这种简化限制了生理准确性和治疗潜力。本研究通过引入Bergman最小模型的新颖四室扩展来解决这一差距,其中膳食吸收被表示为内部动态状态而不是外部输入。提出的框架捕获了饭后葡萄糖释放到血液中的时间依赖性。数学分析证实了模型的一致性,建立了生物相关参数下解的存在性、唯一性、有界性和正性。Pontryagin最大原理的应用产生了与膳食动态明确相关的最佳胰岛素给药策略,产生了根据实时营养吸收调整胰岛素递送的反馈控制律。数值模拟证实了该方法在抑制餐后葡萄糖漂移和改善整体血糖稳定性方面的有效性。通过将膳食动力学直接整合到生理模型中,这项工作为设计适应性胰岛素治疗提供了更现实的基础,并支持下一代人工胰腺系统的发展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Scientific African
Scientific African Multidisciplinary-Multidisciplinary
CiteScore
5.60
自引率
3.40%
发文量
332
审稿时长
10 weeks
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