A residual-cepstrum method of pitch estimation from noisy speech

Auteurs-es

  • Celia Shahnaz Centre for Signal Processing and Communications, Dept. of Electrical and Computer Engineering, Concordia University, Montreal, QC H3G IM8, Canada
  • Wei-Ping Zhu Centre for Signal Processing and Communications, Dept. of Electrical and Computer Engineering, Concordia University, Montreal, QC H3G IM8, Canada
  • M. Omair Ahmad Centre for Signal Processing and Communications, Dept. of Electrical and Computer Engineering, Concordia University, Montreal, QC H3G IM8, Canada

Mots-clés :

Discrete Fourier transforms, Simulators, Adverse effect, Cepstral, Cepstrum, Cepstrum method, Hilbert envelope, Noisy environment, Noisy speech, Pitch estimation, Pitch period, Power cepstrum, Residual signals, Simulation result, Speech signals, Vocal-tracts

Résumé

Residual and cepstral representations of speech were utilized to estimate pitch in a noisy environment. It was found that the major excitation of the vocal tract within a pitch period occurred at the instant of glottal closure (GC). It was possible to determine the pitch period by careful analysis of the speech signal with the help of GC instants. A discrete Fourier transform (DFT) based power cepstrum (DFTPC) was proposed to overcome the adverse effect of noise on the Hilbert envelope (HE) and residual signal (RS). The DFTPC of the HE exhibited a more prominent pitch-peak in a heavily degraded condition in comparison to that demonstrated by the conventional cepstrum of the noisy speech. Simulation results indicated that the global maximization of the DFTPC yielded an accurate pitch estimate as compared to the latest models for a wide range of speakers in noisy environments.

Fichiers supplémentaires

Publié-e

2009-09-01

Comment citer

1.
Shahnaz C, Zhu W-P, Ahmad MO. A residual-cepstrum method of pitch estimation from noisy speech. Canadian Acoustics [Internet]. 1 sept. 2009 [cité 15 févr. 2025];37(3):90-1. Disponible à: https://jcaa.caa-aca.ca/index.php/jcaa/article/view/2148

Numéro

Rubrique

Actes du congrès de la Semaine canadienne d'acoustique