• DocumentCode
    3429208
  • Title

    Estimating the time-varying periodicity of epileptiform discharges in the electroencephalogram

  • Author

    O´Toole, John M. ; Zapirain, Begoña García ; Saiz, Iratxe Maestro ; Chen, Alina Beatriz Anaya ; Santamaría, Izaskun Yurrebaso

  • Author_Institution
    DeustoTech-LIFE, Univ. of Deusto, Bilbao, Spain
  • fYear
    2012
  • fDate
    2-5 July 2012
  • Firstpage
    1229
  • Lastpage
    1234
  • Abstract
    Periodic lateralized epileptiform discharges (PLEDs) are EEG waveforms that can occur after brain injury or disease. The time-varying periodicity, or instantaneous frequency, of the PLEDs is a potentially important prognostic feature. Estimating the instantaneous frequency, however, is difficult because of the concurrent presence of background activity and artefacts. Here we present a method to enhance the instantaneous frequency features in the joint time-frequency domain. The procedure 1) enhances the PLED spikes in the time-domain using a simple energy operator; 2) transforms to the time-frequency domain using a separable-kernel distribution; and 3) uses a homomorphic filtering approach, within the time-frequency domain, to remove spectral modulation. Existing methods for instantaneous-frequency estimation are then applied to this enhanced time-frequency distribution. We show working examples with EEG epochs but have yet to test the method over an entire EEG database.
  • Keywords
    diseases; electroencephalography; frequency estimation; medical signal processing; time-frequency analysis; EEG database; EEG epochs; EEG waveforms; PLED spikes; brain injury; disease; electroencephalogram; homomorphic filtering; instantaneous frequency features; instantaneous-frequency estimation; joint time-frequency domain; periodic lateralized epileptiform discharges; prognostic feature; separable-kernel distribution; simple energy operator; spectral modulation; time-frequency distribution; time-varying periodicity; Discharges (electric); Electroencephalography; Frequency modulation; Harmonic analysis; Kernel; Time frequency analysis; Transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Science, Signal Processing and their Applications (ISSPA), 2012 11th International Conference on
  • Conference_Location
    Montreal, QC
  • Print_ISBN
    978-1-4673-0381-1
  • Electronic_ISBN
    978-1-4673-0380-4
  • Type

    conf

  • DOI
    10.1109/ISSPA.2012.6310480
  • Filename
    6310480