• DocumentCode
    1805811
  • Title

    Compensating Function of Formant Instantaneous Characteristics in Speaker Identification

  • Author

    Hou, Limin ; Xie, Juanmin

  • Author_Institution
    Sch. of Commun. & Inf. Eng., Shanghai Univ., Shanghai, China
  • Volume
    1
  • fYear
    2009
  • fDate
    18-20 Aug. 2009
  • Firstpage
    744
  • Lastpage
    747
  • Abstract
    The idea of extracting typical Mel-frequency cepstral coefficients (MFCC) conducts efficient improvement in speech signal processing, though these coefficients only apply the information of magnitude without phase. This articlepsilas purpose is to form a sort of formant instantaneous characteristics (FIC) using phase information and to see these phase parameterspsila function for speaker identification (SI). The procedure requests applications of Hilbert Transform (HT), band-pass filters, and Mel-frequency perceptual warping. FIC together with MFCC were tested in SI experiments based on a Gaussian mixture model (GMM). And results show that FIC play a compensating role to MFCC in SI, with one of improved relative rate up to 10.13%. Experimental utterances are Chinese mandarin under clean recording circumstances.
  • Keywords
    Gaussian processes; Hilbert transforms; band-pass filters; cepstral analysis; speaker recognition; Gaussian mixture model; Hilbert transform; Mel-frequency cepstral coefficient; Mel-frequency perceptual warping; band-pass filter; formant instantaneous characteristic function; speaker identification; speech signal processing; Adaptive filters; Cepstral analysis; Data mining; Delay estimation; Fourier transforms; Information filtering; Information filters; Mel frequency cepstral coefficient; Signal processing; Speech processing; MFCC; formant; instantaneous frequency; speaker identification;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Assurance and Security, 2009. IAS '09. Fifth International Conference on
  • Conference_Location
    Xian
  • Print_ISBN
    978-0-7695-3744-3
  • Type

    conf

  • DOI
    10.1109/IAS.2009.254
  • Filename
    5283356