DocumentCode
247304
Title
Performance of Wavelet Filters for ECG Compression Based on Linear Predictive Coding Using Different Thresholding Functions
Author
Swarnkar, A. ; Kumar, A. ; Khanna, P.
Author_Institution
PDPM Indian Inst. of Inf. Technol., Design & Manuf., Jabalpur, India
fYear
2014
fDate
12-13 Sept. 2014
Firstpage
1
Lastpage
6
Abstract
In this paper, a linear predictive coding (LPC) based electrocardiogram (ECG) signal compression technique is examined and improved by exploiting different wavelet filters and thresholding functions. In this method, ECG signals are captured from MITBIH arrhythmia database and compression is achieved by propagating wavelet coefficients of ECG signal to linear predictive coder. Then different thresholding techniques such as hard, soft, hybrid, soft soft and firm thresholding are used. At receiver end, reverse procedure of this method is applied and original ECG signal is reconstructed. The simulation results show that the wavelet filter ´db4´ gives improved results as compared to other wavelet filters. Firm thresholding performs better than other thresholding techniques in terms of fidelity parameters such as signal to noise ratio (SNR), percentage root mean square difference (PRD), maximum error (ME) and compression ratio (CR).
Keywords
data compression; electrocardiography; filtering theory; linear predictive coding; medical signal processing; signal reconstruction; wavelet transforms; ECG signal compression technique; ECG signal reconstruction; LPC; ME; MITBIH arrhythmia database; PRD; SNR; compression ratio; db4 wavelet filter; electrocardiogram; firm thresholding; hard thresholding; hybrid thresholding; linear predictive coding; maximum error; percentage root mean square difference; signal to noise ratio; soft soft thresholding; thresholding functions; wavelet coefficients; Discrete wavelet transforms; Electrocardiography; Quantization (signal); Signal resolution; Time-frequency analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Devices, Circuits and Communications (ICDCCom), 2014 International Conference on
Conference_Location
Ranchi
Type
conf
DOI
10.1109/ICDCCom.2014.7024737
Filename
7024737
Link To Document