Nonlinear Closed-Loop Predictive Control of Heart Rate and Blood Pressure Using Vagus Nerve Stimulation: An In Silico Study

被引:5
|
作者
Yao, Yuyu [1 ]
Kothare, Mayuresh V. [1 ]
机构
[1] Lehigh Univ, Dept Chem & Biomol Engn, Bethlehem, PA 18015 USA
基金
美国国家卫生研究院;
关键词
Cardiovascular system; model predictive control; nonlinear optimization; peripheral stimulation; vagal nerve stimulation; VNS; ATRIAL-FIBRILLATION; VENTRICULAR RATE; MODEL; FAILURE; EXERCISE;
D O I
10.1109/TBME.2023.3261744
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We propose a nonlinear model-based control technique for regulating the heart rate and blood pressure using vagus nerve neuromodulation. The closed-loop framework is based on an in silico model of the rat cardiovascular system for the simulation of the hemodynamic response to multi-location vagal nerve stimulation. The in silico model is derived by compartmentalizing the various physiological components involved in the closed-loop cardiovascular system with intrinsic baroreflex regulation to virtually generate nominal and hypertension-related heart dynamics of rats in rest and exercise states. The controller, using a reduced cycle-averaged model, monitors the outputs from the in silico model, estimates the current state of the reduced model, and computes the optimum stimulation locations and the corresponding parameters using a nonlinear model predictive control algorithm. The results demonstrate that the proposed control strategy is robust with respect to its ability to handle setpoint tracking and disturbance rejection in different simulation scenarios.
引用
收藏
页码:2764 / 2775
页数:12
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