Complex-order PID controller design for enhanced blood-glucose regulation in Type-I diabetes patients

Omer Saleem, J. Iqbal
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Abstract

Type-I Diabetes (TID) is a chronic autoimmune disease that elevates the glucose levels in the patient’s bloodstream. This paper formulates a fractional complex-order Proportional-Integral-Derivative (PID) control strategy for robust Blood Glucose (BG) regulation in TID patients. The glucose-insulin dynamics in blood plasma are modeled via the Bergman-Minimal-Model. The proposed control procedure employs the ubiquitous fractional order PID controller as the baseline BG regulator. The design flexibility of the baseline regulator to effectively normalize the BG levels is enhanced by assigning complex orders to the integral and differential operators instead. The resulting Complex Order PID (CO-PID) regulator strengthens the controller’s robustness against abrupt variations in the patient’s BG levels caused by meal disturbances or sensor noise. The controller parameters are numerically optimized offline. The aforesaid propositions are justified by performing credible simulations in which the proposed controller is tasked to effectively track a set point value of 80 mg/dL from an initial state of hyperglycemia under various disturbance factors. As compared to the FO-PID controller, the CO-PID controller improves the reference tracking-error, transient recovery-time, and control expenditure by 13.1%, 33.4%, and 28.1%, respectively. The simulation results validate the superior reference-tracking accuracy of the proposed CO-PID controller for BG regulation.
改善i型糖尿病患者血糖调节的复阶PID控制器设计
1型糖尿病(TID)是一种慢性自身免疫性疾病,它会使患者血液中的葡萄糖水平升高。本文提出了一种分数阶复阶比例积分导数(PID)控制策略,用于TID患者血糖的鲁棒调节。血浆中的葡萄糖-胰岛素动力学通过bergman - minimal模型建模。所提出的控制程序采用泛在分数阶PID控制器作为基准BG调节器。通过将复杂阶数分配给积分和微分算子,提高了基线调节器的设计灵活性,从而有效地规范化BG水平。由此产生的复杂顺序PID (CO-PID)调节器增强了控制器对由膳食干扰或传感器噪声引起的患者BG水平突变的鲁棒性。控制器参数离线数值优化。上述主张是通过执行可信的模拟来证明的,其中所提出的控制器的任务是在各种干扰因素的初始高血糖状态下有效地跟踪80 mg/dL的设定点值。与FO-PID控制器相比,CO-PID控制器的参考跟踪误差、暂态恢复时间和控制开销分别提高了13.1%、33.4%和28.1%。仿真结果验证了所提出的CO-PID控制器具有良好的参考跟踪精度。
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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