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用于神经调节设备的控制模块的基于模型的设计与实验验证

Model-Based Design and Experimental Validation of Control Modules for Neuromodulation Devices.

作者信息

Ugalde Hector M Romero, Ojeda David, Le Rolle Virginie, Andreu David, Guiraud David, Bonnet Jean-L, Henry Christine, Karam Nicole, Hagege Albert, Mabo Philippe, Carrault Guy, Hernandez Alfredo I

出版信息

IEEE Trans Biomed Eng. 2016 Jul;63(7):1551-8. doi: 10.1109/TBME.2015.2498878. Epub 2015 Nov 9.

Abstract

GOAL

The goal of this paper is to propose a model-based control design framework, adapted to the development of control modules for medical devices. A particular example is presented in which instantaneous heart rate is regulated in real-time, by modulating, in an adaptive manner, the current delivered to the vagus nerve by a neuromodulator.

METHODS

The proposed framework couples a control module, based on a classical PI controller, a mathematical model of the medical device, and a physiological model representing the cardiovascular responses to vagus nerve stimulation (VNS). In order to analyze and evaluate the behavior of the device, different control parameters are tested on a "virtual population," generated with the model, according to the Latin Hypercube sampling method. In particular, sensitivity analyses are applied for the identification of a domain of interest in the space of the control parameters. The obtained control parameter domain has been validated in an experimental evaluation on six sheep.

RESULTS

A range of control parameters leading to accurate results was successfully estimated by the proposed model-based design method. Experimental evaluation of the control parameters inside such a domain led to the best compromise between accuracy and time response of the VNS control.

CONCLUSION

The feasibility and usefulness of the proposed model-based design method were shown, leading to a functional, real-time closed-loop control of the VNS for the regulation of heart rate.

摘要

目标

本文的目标是提出一种基于模型的控制设计框架,适用于医疗设备控制模块的开发。给出了一个具体示例,其中通过以自适应方式调节神经调节装置输送到迷走神经的电流,实时调节瞬时心率。

方法

所提出的框架将基于经典PI控制器的控制模块、医疗设备的数学模型以及代表心血管对迷走神经刺激(VNS)反应的生理模型相结合。为了分析和评估该设备的行为,根据拉丁超立方抽样方法,在由该模型生成的“虚拟群体”上测试不同的控制参数。特别是,应用灵敏度分析来确定控制参数空间中的感兴趣区域。所获得的控制参数域已在对六只绵羊的实验评估中得到验证。

结果

通过所提出的基于模型的设计方法成功估计出了一系列能产生准确结果的控制参数。在此类区域内对控制参数进行实验评估,在VNS控制的准确性和时间响应之间实现了最佳折衷。

结论

所提出的基于模型的设计方法的可行性和实用性得到了证明,从而实现了用于心率调节的VNS的功能性实时闭环控制。

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