DocumentCode
3391006
Title
On the compression of ECG records employing triangular elements and analysis-by-synthesis modeling
Author
dos Santos Guimaraes, Fellipe ; Lovisolo, Lisandro ; Velasco, Manuel Blanco ; Roldán, Fernando Cruz
Author_Institution
Dept. of Electron. & Telecommun. Eng., State Univ. of Rio de Janeiro (UERJ), Rio de Janeiro, Brazil
fYear
2010
fDate
May 30 2010-June 2 2010
Firstpage
3084
Lastpage
3087
Abstract
In this work, non-traditional coding of ECG signals using greedy decompositions is analyzed. For this purpose one starts from a dictionary of triangular waveforms, and using the Matching Pursuit algorithm one searches the dictionary for the elements that will be employed for representing a given signal. In this way, compression is performed together with signal analysis. This analysis models the signal utilizing a subset of elements from the dictionary, which may be overlapping and non-orthogonal. The extracted triangles are coded in terms of their centers and their bases´ lengths and asymmetries. One of the benefits of the discussed approach is that it provides a flexible signal model rather than just a plain waveform coding or the coarse-detail approximation model of wavelet based compression systems. Therefore, it can be used for pattern characterization of different signal blocks, providing an efficient way to find pathological phenomena, i.e. to analyze the signal, without reconstructing it. The proposed compressor is evaluated in terms of PRD versus bit rate.
Keywords
electrocardiography; greedy algorithms; medical signal processing; waveform generators; ECG record compression; ECG signal nontraditional coding; Matching Pursuit algorithm; analysis-by-synthesis modeling; coarse-detail approximation model; greedy decompositions; plain waveform coding; signal analysis; triangular elements; triangular waveform dictionary; wavelet based compression systems; Dictionaries; Electrocardiography; Encoding; Matching pursuit algorithms; Pathology; Pattern analysis; Pursuit algorithms; Signal analysis; Signal design; Signal processing;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems (ISCAS), Proceedings of 2010 IEEE International Symposium on
Conference_Location
Paris
Print_ISBN
978-1-4244-5308-5
Electronic_ISBN
978-1-4244-5309-2
Type
conf
DOI
10.1109/ISCAS.2010.5537985
Filename
5537985
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