Shimauchi Suehiro, Eguchi Kana, Takeda Toki, Aoki Ryosuke
Annu Int Conf IEEE Eng Med Biol Soc. 2017 Jul;2017:3973-3976. doi: 10.1109/EMBC.2017.8037726.
An analysis method for wearable electrocardiogram (ECG) measurement is proposed, which is based on the non-orthogonal complex wavelet expansion. The standard continuous wavelet transform performs the signal filtering that corresponds to the orthogonal projection of the ECG signal onto each of the non-orthogonal wavelets. This causes feature leakage from the neighboring wavelet filterbanks and degrades the detection accuracy of the QRS complexes or T waves, even though the wavelets whose waveforms fit to the morphologies of the ECG signals are chosen. The proposed method involves a different signal filtering that corresponds to the non-orthogonal projection of the signal onto each wavelet so that the filter outputs can be the expansion coefficients of the wavelets to approximate the ECG signal. The concept of our proposed method is supported by simulation results.
提出了一种基于非正交复小波展开的可穿戴心电图(ECG)测量分析方法。标准连续小波变换执行的信号滤波对应于ECG信号在每个非正交小波上的正交投影。这会导致相邻小波滤波器组的特征泄漏,并降低QRS复合波或T波的检测精度,即使选择了波形与ECG信号形态匹配的小波。所提出的方法涉及一种不同的信号滤波,它对应于信号在每个小波上的非正交投影,以便滤波器输出可以是小波的展开系数,以近似ECG信号。仿真结果支持了我们所提出方法的概念。