您好,欢迎来到中国测试科技资讯平台!

首页> 《中国测试》期刊 >本期导读>基于倒谱与经验模态分解的盐敏大鼠血压信号特征提取方法

基于倒谱与经验模态分解的盐敏大鼠血压信号特征提取方法

1803    2020-06-22

免费

全文售价

作者:杨录1, 王慧敏2, 梁星雨2

作者单位:1. 中北大学 电子测试技术国家重点实验室, 山西 太原 030051;
2. 中北大学信息与通信工程学院, 山西 太原 030051


关键词:倒谱;EMD;过零点检测;盐敏感性高血压;心率


摘要:

为从盐敏大鼠血压信号中快速准确地提取出血压、心率等生理特征信息,采用经验模态分解(EMD)、倒谱、过零点检测结合的方法对PhysioNet数据库中的达尔盐敏大鼠的血压信号进行特征参数提取,可以获得平均血压、心率及动态血压、瞬时心率曲线。首先利用EMD将血压信号分解为有限个固有模态函数(IMF),根据不同的研究目的,用不同的IMF分量重构信号。可以得到动态血压及平均血压。然后对血压信号求倒谱得到平均心率,最后利用过零点检测得到瞬时心率的变化。仿真结果表明:基于倒谱、EMD和过零点检测的血压信号特征提取方法具有运算量小、特征值明显且精确的优点;在高低盐饮食下,得到大鼠血压、心率的变化与医学分析完全吻合。


Extraction method of blood pressure signal in salt-sensitive rats based on cepstrum and empirical mode decomposition
YANG Lu1, WANG Huimin2, LIANG Xingyu2
1. National Key laboratory for Electronic Measurement Technology, North University of China, Taiyuan 030051, China;
2. School of Information and Communication Engineering, North University of China, Taiyuan 030051, China
Abstract: In order to extract the physiological characteristics such as blood pressure and heart rate from the blood pressure signal quickly and accurately, a combination of empirical mode decomposition (EMD), cepstrum, and zero-crossing detection method was proposed. Average blood pressure, heart rate, ambulatory blood pressure, and instantaneous heart rate can be obtained from the blood pressure signal by using this method. The blood pressure signal of Dahl salt-sensitive rats was from the PhysioNet database. First, the blood pressure signal was decomposed into finite intrinsic mode functions (IMF) by EMD. According to different research purpose, the signal was reconstructed using different IMF, and the ambulatory blood pressure and average blood pressure were obtained. Then, the average heart rate was obtained by cepstrum analysis, and the instantaneous heart rate were obtained by zero-crossing detection. The simulation result shows that the integrated signal processing method has higher localization accuracy and smaller computation. And on the high and low salt diet, the changes of blood pressure and heart rate in rats extracted by this method are consistent with the medical research.
Keywords: cepstrum;EMD;zero-crossing detection;salt-sensitive hypertension;heart rate
2020, 46(6):61-66  收稿日期: 2020-02-23;收到修改稿日期: 2020-03-18
基金项目:
作者简介: 杨录(1968-),男,山西阳高市人,副教授,研究方向为信息与信号处理;王慧敏(1998-),女,山西太原市人,专业方向为信号与信息处理
参考文献
[1] BUGENHAGEN S M, COWLEY AW J R, BEARD D A. Identifying physiological origins of baroreflex dysfunction in salt-sensitive hypertension in the Dahl SS rat[J]. Physiological Genomics, 2010, 42(1): 23-41
[2] KENDZIORSKI C M, COWLEY A W, GREENE A S, et al. Mapping baroreceptor function to genome: a mathematical modeling approach[J]. Genetics, 2002, 160(4): 1687-1695
[3] STEFANOVSKA A. Coupled oscillatros: complex but not complicated cardiovascular and brain interactions[J]. IEEE Engineering in medicine and biology magazine, 2007, 26(6): 25-29
[4] 王婷. EMD算法研究及其在信号去噪中的应用[D]. 哈尔滨: 哈尔滨工程大学, 2010.
[5] 李红, 孙冬梅, 沈玉成. EEMD降噪与倒频谱分析在风电轴承故障诊断中的应用[J]. 机床与液压, 2018, 46(13): 156-159
[6] 张子威. 自发性高血压大鼠血压信号和血流信号研究分析[D]. 大连: 大连理工大学, 2014.
[7] 闫晓玲, 董世运, 徐滨士, 等. 超声声表面波检测信号时差的倒频谱分析[J]. 振动与冲击, 2013, 32(12): 159-162
[8] 吴浪, 曾超. EMD分解与IIR滤波器在心电信号预处理的应用研究[J]. 福建电脑, 2015, 31(6): 97-98
[9] 许刘杨, 肾动脉狭窄与LNAME诱导的高血压大鼠心电、血压信号分析研究[D]. 新乡: 新乡医学院, 2019.
[10] 虞湘宾, 董涛, 毕光国. 小波变换的快速算法研究及其在图像处理中的应用[J]. 电路与系统学报, 2002, 7(2): 13-17
[11] 李新华, 姚英彪. 一种从采样数据中提取信号频率的方法[J]. 现代电子技术, 2002(8): 65-67
[12] DIRIENZO M, PARATI G, RADAELLI A, et al. Baroreflex contribution to blood pressure and heart rate oscillations: time scales, time-variant characteristics and nonlinearities[J]. Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 2009, 367(1892): 1301-1318