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1.
Med Eng Phys ; 29(10): 1149-66, 2007 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-17307014

RESUMO

Error propagation and word-length-growth are two intrinsic effects influencing the performance of wavelet-based ECG data compression methods. To overcome these influences, a non-recursive 1-D discrete periodized wavelet transform (1-D NRDPWT) and a reversible round-off linear transformation (RROLT) theorem are developed. The 1-D NRDPWT can resist truncation error propagation in decomposition processes. By suppressing the word- length-growth effect, RROLT theorem enables the 1-D NRDPWT process to obtain reversible octave coefficients with minimum dynamic range (MDR). A non-linear quantization algorithm with high compression ratio (CR) is also developed. This algorithm supplies high and low octave coefficients with small and large decimal quantization scales, respectively. Evaluation is based on the percentage root-mean-square difference (PRD) performance measure, the maximum amplitude error (MAE), and visual inspection of the reconstructed signals. By using the MIT-BIH arrhythmia database, the experimental results show that this new approach can obtain a superior compression performance, particularly in high CR situations.


Assuntos
Arritmias Cardíacas/diagnóstico , Arritmias Cardíacas/patologia , Compressão de Dados/métodos , Bases de Dados Factuais , Eletrocardiografia/métodos , Processamento de Sinais Assistido por Computador , Algoritmos , Interpretação Estatística de Dados , Humanos , Modelos Estatísticos , Reprodutibilidade dos Testes
2.
IEEE Trans Biomed Eng ; 53(12 Pt 1): 2577-83, 2006 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-17153215

RESUMO

In this paper, a novel electrocardiogram (ECG) data compression method with full wavelet coefficients is proposed. Full wavelet coefficients involve a mean value in the termination level and the wavelet coefficients of all octaves. This new approach is based on the reversible round-off nonrecursive one-dimensional (1-D) discrete periodized wavelet transform (1-D NRDPWT), which performs overall stages decomposition with minimum register word length and resists truncation error propagation. A nonlinear word length reduction algorithm with high compression ratio (CR) is also developed. This algorithm supplies high and low octave coefficients with small and large decimal quantization scales, respectively. This quantization process can be performed without an extra divider. The two performance parameters, CR and percentage root mean square difference (PRD), are evaluated using the MIT-BIH arrhythmia database. Compared with the SPIHT scheme, the PRD is improved by 14.95% for 4 < or = CR < or = 12 and 17.6% for 14 < or = CR < or = 20.


Assuntos
Algoritmos , Compressão de Dados/métodos , Bases de Dados Factuais , Eletrocardiografia/métodos , Processamento de Sinais Assistido por Computador , Humanos
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