Efficient Compression of QRS Complexes Using Hermite Expansion

被引:63
作者
Sandryhaila, Aliaksei [1 ]
Saba, Samir [2 ]
Pueschel, Markus [3 ]
Kovacevic, Jelena [1 ,4 ]
机构
[1] Carnegie Mellon Univ, Dept Elect & Comp Engn, Pittsburgh, PA 15213 USA
[2] Univ Pittsburgh, Med Ctr, Cardiovasc Inst, Pittsburgh, PA 15213 USA
[3] ETH, Dept Comp Sci, Zurich, Switzerland
[4] Carnegie Mellon Univ, Dept Biomed Engn, Pittsburgh, PA 15213 USA
关键词
Compression; ECG signal; Hermite function; Hermite transform; orthogonal polynomials; QRS complex; signal model; SIGNAL-PROCESSING THEORY; TUKEY-TYPE ALGORITHMS; POLYNOMIAL-TRANSFORMS; FEATURES;
D O I
10.1109/TSP.2011.2173336
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We propose a novel algorithm for the compression of ECG signals, in particular QRS complexes. The algorithm is based on the expansion of signals with compact support into a basis of discrete Hermite functions. These functions can be constructed by sampling continuous Hermite functions at specific sampling points. They form an orthogonal basis in the underlying signal space. The proposed algorithm relies on the theory of signal models based on orthogonal polynomials. We demonstrate that the constructed discrete Hermite functions have important advantages compared to continuous Hermite functions, which have previously been suggested for the compression of QRS complexes. Our algorithm achieves higher compression ratios compared with previously reported algorithms based on continuous Hermite functions, discrete Fourier, cosine, or wavelet transforms.
引用
收藏
页码:947 / 955
页数:9
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