DocumentCode :
2632548
Title :
Time-frequency analysis of heart sound signals based on Hilbert-Huang Transformation
Author :
Tzu-Hsun Hung ; Chia-Ching Chou ; Wai-Chi Fang ; Li, Arvin Huang-Te ; Yu-Ching Chang ; Bai-Kuang Hwang ; Yio-Wha Shau
Author_Institution :
Dept. of Electron. Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
fYear :
2012
fDate :
4-6 June 2012
Firstpage :
1
Lastpage :
3
Abstract :
In this study, a method based on Hilbert-Huang Transformation (HHT) for time-frequency analysis of heart sound signals is presented. HHT is employed because most biomedical signals such as Electroencephalogram (EEG), Electrocardiogram (ECG) and heart sound signals are non-stationary signals. Heart sound signals recordings are often contaminated with the spike noise caused by the front-end circuits or measurement instruments in the real situations. A digital median filter is firstly employed to remove the spike noise of the heart sound signals. Then, the time series data are decomposed into several IMFs (Intrinsic Mode Function) using Empirical Mode Decomposition (EMD) algorithm. Hilbert transformation algorithm is utilized to acquire the instantaneous frequency for every IMF. Simulation results show that time-frequency domain analysis of heart sounds signals based on HHT algorithm is able to offer higher frequency resolution.
Keywords :
Hilbert transforms; electrocardiography; electroencephalography; median filters; medical signal processing; signal denoising; time series; time-frequency analysis; ECG; EEG; EMD; Hilbert transformation algorithm; Hilbert-Huang transformation; biomedical signals; digital median filter; electrocardiogram; electroencephalogram; empirical mode decomposition algorithm; front-end circuits; heart sound signal recordings; high frequency resolution; intrinsic mode function; spike noise; time series data; time-frequency analysis; time-frequency domain analysis; Algorithm design and analysis; Diseases; Heart; Medical diagnostic imaging; Simulation; Time frequency analysis; Empirical Mode Decomposition (EMD); Hilbert-Huang Transformation (HHT); heart sound;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Consumer Electronics (ISCE), 2012 IEEE 16th International Symposium on
Conference_Location :
Harrisburg, PA
ISSN :
0747-668X
Print_ISBN :
978-1-4673-1354-4
Type :
conf
DOI :
10.1109/ISCE.2012.6241745
Filename :
6241745
Link To Document :
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