ReBeatICG: Real-time Low-Complexity Beat-to-beat Impedance Cardiogram Delineation Algorithm

被引:2
|
作者
Pale, Una [1 ]
Muller, Nathan [1 ]
Arza, Adriana [1 ]
Atienza, David [1 ]
机构
[1] Swiss Fed Inst Technol Lausanne EPFL, Embedded Syst Lab ESL, Lausanne, Switzerland
基金
瑞士国家科学基金会;
关键词
D O I
10.1109/EMBC46164.2021.9630170
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This work presents ReBeatICG, a real-time, low-complexity beat-to-beat impedance cardiography (ICG) delineation algorithm that allows hemodynamic parameters monitoring. The proposed procedure relies only on the ICG signal compared to most algorithms found in the literature that rely on synchronous electrocardiogram signal (ECG) recordings. ReBeatICG was designed with implementation on an ultra-low-power microcontroller (MCU) in mind. The detection accuracy of the developed algorithm is tested against points manually labeled by cardiologists. It achieves a detection Gmean accuracy of 94.9%, 98.6%, 90.3%, and 843% for the B, C, X, and O characteristic points, respectively. Furthermore, several hemodynamic parameters were calculated based on annotated characteristic points and compared with values generated from the cardiologists' annotations. ReBeatICG achieved mean error rates of 0.11 ms, 9.72 ms, 8.32 ms, and 3.97% for HR, LVET, IVRT, and relative C-point amplitude, respectively.
引用
收藏
页码:5618 / 5624
页数:7
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