• 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