摘要
对于多导心电信号中非稳态和非高斯的T波交替(T wave alternans,TWA)现象的分析,现有的方法都存在稳健性差的问题.提出了一种基于粒子滤波的多导联TWA分析方法,根据多导联TWA的分析框架,对经过预处理后得到的多导联ST-T段数据首先进行主成分分析,然后采用粒子滤波的方法对变换后每个通道进行TWA检测和对重构后的各导联进行TWA幅值估计,从而实现多导联T波交替的分析.仿真实验结果表明,当交替信号与噪声的比小于-15 dB,多导联的粒子滤波方法的估计TWA幅值准确度高,并且没有出现TWA的漏检和误检情况.同时,对非稳态和非高斯的TWA具有很好的稳健性和抗噪性能.
The current methods for analyzing the non-stationary and non-gaussian TWA of automatically detecting and estimating T wave alternans （TWA） in multilead ECG have poor sensitivity to non-stationary and low-amplitude. The particle filtering （PF） method combined with joint analysis information was proposed to detect and estimate multilead TWA. According to a multilead TWA analysis scheme, a linear transformation using principal component analysis was processed on the preprocessed multilead ST-T complex. Then PF-based method was applied to each lead for TWA detection and estimation. To evaluate the proposed method, multilead PF method was compared to single lead PF and spectral method. The simulation results showed that the proposed method had the best performance on detection and estimation of TWA when the alternans-signal-to-noise ratio was lower than - 15 dB. For non-stationary and non-gaussian TWA, the proposed method had good robustness and high anti-noise ability.
出处
《东北大学学报（自然科学版）》
EI
CAS
CSCD
北大核心
2014年第11期1525-1529,共5页
Journal of Northeastern University(Natural Science)
基金
中央高校基本科研业务费专项资金资助项目(N110404003
N130404005)
辽宁省自然科学基金资助项目(20102057)
国家高技术研究发展计划项目(2012AA062201)
辽宁省博士启动基金资助项目(20131028)
