Modelling arterial blood pressure waveforms for extreme bradycardia and tachycardia by curve fitting with Gaussian functions

被引:9
|
作者
Chou, Yongxin [1 ]
Gu, Ya [1 ]
Liu, Jicheng [1 ]
Huang, Xufeng [2 ]
Lin, Jiajun [2 ]
机构
[1] Changshu Inst Technol, Sch Elect & Automat Engn, Suzhou, Peoples R China
[2] East China Sci & Technol, Res Inst Changshu Co Ltd, Suzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
arterial blood pressure; ABP; curve fitting; modelling; bradycardia; tachycardia;
D O I
10.1504/IJMIC.2019.103651
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Arterial blood pressure (ABP) signal contains abundant information about heart beat rhythm and hemodynamic changes which can be employed to predict bradycardia and tachycardia. Thus, a waveform modelling method based on curve fitting is proposed to extract some significant difference between bradycardia and tachycardia. First, the ABP signal is pre-processed and is split into a series of single-period waveform. Then, a single-period ABP waveform model is proposed to describe the change of linear trend and waveform, and a nonlinear least squares method is employed to compute the parameters of the model. The bradycardia and tachycardia data from 2015 PhysioNet/CinC Challenge are engaged as experimental data. The results show that there are significant differences for many of the model parameters between bradycardia and tachycardia.
引用
收藏
页码:226 / 231
页数:6
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