模型不确定性下血流动力学特性的滑模观测器

Chadia Zayane-Aissa, T. Laleg‐Kirati
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引用次数: 2

摘要

本文讨论了在建模不确定的情况下,大脑小区域的生理状态重建的情况。对脑血容量和氧萃取分数之间的耦合的误解导致了对描述大脑血流动力学行为的所谓气球模型的部分了解。为了克服这一困难,将高阶滑模观测器应用于气球系统,其中未知耦合被认为是内部扰动。通过一组模拟fMRI实验的合成数据说明了所提出方法的有效性。
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A sliding mode observer for hemodynamic characterization under modeling uncertainties
This paper addresses the case of physiological states reconstruction in a small region of the brain under modeling uncertainties. The misunderstood coupling between the cerebral blood volume and the oxygen extraction fraction has lead to a partial knowledge of the so-called balloon model describing the hemodynamic behavior of the brain. To overcome this difficulty, a High Order Sliding Mode observer is applied to the balloon system, where the unknown coupling is considered as an internal perturbation. The effectiveness of the proposed method is illustrated through a set of synthetic data that mimic fMRI experiments.
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