Title :
A hybrid Fourier/wavelet technique for improved ECG signal approximation
Author :
Tamboli, Roopak R. ; Reddy, D. S. Srikanth ; Jana, S.
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol. Hyderabad, Hyderabad, India
Abstract :
With the growing ubiquity of digital record keeping, succinct representation of ECG signals subject to a reconstruction accuracy level assumes significance. In this regard, inadequacy of Fourier analysis is well known, whereas relative efficacy of wavelet representation has recently been demonstrated. In this backdrop, we propose a novel hybrid technique that improves upon wavelet methods. We observe that the larger share of ECG signal energy is contained in a low-pass band, which admits an efficient Fourier representation, whereas the remainder of the signal comprises of temporally localized features, compactly represented by wavelets. Accordingly, we propose a hybrid Fourier/wavelet technique that efficiently exploits both the low-pass and the high-pass components. Finally, using signals derived from ANSI/AAMI EC13 test waveforms (standard for testing medical equipments), we demonstrate lower volume of encoded data required by the proposed technique to achieve a target approximation accuracy in comparison to both pure Fourier and pure wavelet strategies.
Keywords :
Fourier analysis; Fourier transforms; electrocardiography; low-pass filters; signal reconstruction; wavelet transforms; ANSI/AAMI EC13 test waveforms; ECG signal energy; Fourier analysis; Fourier representation; Fourier strategies; digital record keeping; high-pass components; hybrid Fourier-wavelet technique; improved ECG signal approximation; low- pass components; low-pass band; medical equipment testing; pure wavelet strategies; signal remainder; temporally localized features; wavelet representation; Accuracy; Electrocardiography; Encoding; Linear approximation; Transforms; Vectors; ECG signal approximation; Fourier transform; Hybrid approach; Wavelet transform;
Conference_Titel :
Signal Processing, Computing and Control (ISPCC), 2013 IEEE International Conference on
Conference_Location :
Solan
Print_ISBN :
978-1-4673-6188-0
DOI :
10.1109/ISPCC.2013.6663389