Multiwavelet-based ECG compressed sensing

被引:3
|
作者
Kovac, Ondrej [1 ]
Kromka, Jozef [1 ]
Saliga, Jan [1 ]
Juskova, Antonia [1 ]
机构
[1] Tech Univ Kosice, Fac Elect Engn & Informat, Letna 9, Kosice 04200, Slovakia
关键词
Compressed sensing; Multiwavelets; ECG compression; SIGNAL RECOVERY; RECONSTRUCTION;
D O I
10.1016/j.measurement.2023.113393
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper presents a novel Multiwavelet-based hybrid method for compressed sensing (CS) and reconstruction of ECG signals. The proposed method is patient-agnostic and does not require any prior patient-specific information. The proposed method removes low-frequency components by using multi-scaling wavelet functions, which sparsify the ECG signals in the multi-wavelet domain. A novel way of CS acquisition is used to acquire the high-frequency component of the ECG signal. The compressed sensed signal acquisition is performed based on sample difference thresholding. This approach ensures that a significant portion of the ECG signal will be acquired, without a need for a QRS complex or an R peak detector. The main compression is achieved by CS and linear and nonlinear quantization. Arithmetic encoding is used to improve compression further. The results show good reconstruction quality while maintaining a high compression ratio. The proposed method was evaluated for different multi-wavelet functions.
引用
收藏
页数:14
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