• DocumentCode
    1833697
  • Title

    Exploring frequency modulation features and resolution in the modulation spectrum

  • Author

    Sephus, Nashlie H. ; Lanterman, Aaron D. ; Anderson, David V.

  • Author_Institution
    Sch. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
  • fYear
    2013
  • fDate
    11-14 Aug. 2013
  • Firstpage
    169
  • Lastpage
    174
  • Abstract
    Modulation frequency features have shown promise in representing distinguishing characteristics of audio signals. The modulation spectrum, which is described as an acoustic frequency versus modulation frequency representation of a signal, was developed to further explore this type of signal analysis and filtering. Previous research employing the modulation spectrum has focused on its representation of amplitude modulation (AM) characteristics in a signal, but little focus has been placed on the observance of frequency modulation (FM) structure in the modulation spectrum. We explore parameters that affect the resolution of the modulation spectrum and, thus, describe how both AM and FM spectral features may be observed. We also suggest why such modulation spectral features from the modulation spectrum may be useful for audio data mining tasks. We hope this emphasis on resolution and representation of simple AM/FM spectral features may lead to deeper intuition about this modulation spectrum and wider application.
  • Keywords
    acoustic signal processing; frequency modulation; signal representation; AM spectral features; FM spectral features; acoustic frequency; frequency modulation features; frequency modulation resolution; modulation spectrum; signal analysis; signal filtering; signal representation; Acoustics; Data mining; Feature extraction; Frequency modulation; Signal resolution; Spectrogram; amplitude modulation (AM); audio data mining; features; frequency modulation (FM); modulation spectrum;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Digital Signal Processing and Signal Processing Education Meeting (DSP/SPE), 2013 IEEE
  • Conference_Location
    Napa, CA
  • Print_ISBN
    978-1-4799-1614-6
  • Type

    conf

  • DOI
    10.1109/DSP-SPE.2013.6642585
  • Filename
    6642585