残差发生器用于心血管异常检测

Z. Belkhatir, T. Laleg‐Kirati, M. Tadjine
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引用次数: 4

摘要

本文讨论了使用基于观察者的方法进行心血管异常检测和隔离的可能性。我们考虑了心血管系统的集总参数模型,该模型可以用非线性状态空间表示的形式来表示。我们表明,残差是敏感的变化在一些心血管参数和异常打开和关闭的阀门,可以产生。由于整个状态不容易测量,我们建议将残差发生器与鲁棒扩展卡尔曼滤波器相关联。给出了在综合数据上的数值结果。
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Residual generator for cardiovascular anomalies detection
This paper discusses the possibility of using observer-based approaches for cardiovascular anomalies detection and isolation. We consider a lumped parameter model of the cardiovascular system that can be written in a form of nonlinear state-space representation. We show that residuals that are sensitive to variations in some cardiovascular parameters and to abnormal opening and closure of the valves, can be generated. Since the whole state is not easily available for measurement, we propose to associate the residual generator to a robust extended kalman filter. Numerical results performed on synthetic data are provided.
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