Wavelet-Based Quality-Constrained ECG Data Compression System Without Decoding Process

被引:5
|
作者
Hsieh, Jui-Hung [1 ]
Hung, King Chu [1 ]
Liu, Je-Hung [2 ]
Wu, Tsung-Ching [3 ]
机构
[1] Natl Kaohsiung Univ Sci & Technol, Dept Comp & Commun Engn, Kaohsiung, Taiwan
[2] Shu Te Univ, Dept Mice Mkt & Event Management, Kaohsiung, Taiwan
[3] Tung Fang Design Univ, Dept Game & Animat Design, Kaohsiung, Taiwan
关键词
Electrocardiography; Encoding; Quantization (signal); Data compression; Discrete wavelet transforms; Distortion; Distortion measurement; Quality-guaranteed ECG applications; data compression system; genetic algorithm; DESIGN;
D O I
10.1109/MMUL.2020.2983690
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Retaining the reconstruction quality of electrocardiogram (ECG) data compression is crucial for diagnosis demands. However, traditional wavelet-based approaches suffer from complicated distortion control. The most fundamental way to overcome this difficulty is to avoid the use of the time-domain distortion measure that requires the complete decoding process. In this article, based on the reversible roundoff nonrecursive discrete periodized wavelet transform reversible round-off non-recursive discrete periodized wavelet transform (RRO-NRDPWT), a new transform-domain index is presented. This index accumulates the roundoff error of the RRO-NRDPWT and the quantization error as the distortion measure. The index referred to as the simplified percentage root-mean-square difference (SPRD) can completely replace the PRD for the case of ${\mathbf{PRD}} \geq 2{\mathrm{\% }}$PRD >= 2%, where $\boldsymbol{SPRD}/\boldsymbol{PRD} \approx 1$SPRD/PRD approximate to 1. By using the ECG signals in the MIT-BIH arrhythmia database, the simulation results show that for target PRD (${\mathbf{PR}}{{\mathbf{D}}_{\mathbf T}}$PRDT) equals to $3{\mathrm{\% }} \pm 0.05$3%+/- 0.05, the SPRD can save 99.34% quantization process time compared with the traditional quality control scheme.
引用
收藏
页码:33 / 45
页数:13
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