Marchetti Gianni, Barolo Massimiliano, Jovanovic Lois, Zisser Howard, Seborg Dale E
Department of Chemical Engineering Principles & Practice, Università di Padova, Padova, Italy.
Conf Proc IEEE Eng Med Biol Soc. 2006;2006:5041-4. doi: 10.1109/IEMBS.2006.259541.
In order for an "artificial pancreas" to become a reality for ambulatory use, a practical closed-loop control strategy must be developed and critically evaluated. In this paper, an improved PID control strategy for blood glucose control is proposed and evaluated in silico using a physiologic model of Hovorka et al. The key features of the proposed control strategy are: (i) a switching strategy for initiating PID control after a meal and insulin bolus; (ii) a novel time-varying setpoint trajectory, (iii) noise and derivative filters to reduce sensitivity to sensor noise, and (iv) a systematic controller tuning strategy. Simulation results demonstrate that the proposed control strategy compares favorably to alternatives for realistic conditions that include meal challenges, incorrect carbohydrate meal estimates, changes in insulin sensitivity, and measurement noise.
为了使“人工胰腺”能够实际用于门诊患者,必须开发并严格评估一种实用的闭环控制策略。本文提出了一种改进的用于血糖控制的PID控制策略,并使用Hovorka等人的生理模型在计算机上进行了评估。所提出的控制策略的关键特性包括:(i)在进食和注射胰岛素推注后启动PID控制的切换策略;(ii)一种新颖的随时间变化的设定值轨迹;(iii)用于降低对传感器噪声敏感度的噪声和微分滤波器;以及(iv)一种系统的控制器调整策略。仿真结果表明,对于包括进食挑战、碳水化合物进食估计错误、胰岛素敏感性变化和测量噪声在内的实际情况,所提出的控制策略与其他替代方案相比具有优势。