Title :
On the influence of inharmonicities in model-based speech enhancement
Author :
Norholm, Sidsel Marie ; Jensen, Jesper Rindom ; Christensen, Mads Grasboll
Author_Institution :
Audio Anal. Lab., Aalborg Univ., Aalborg, Denmark
Abstract :
In relation to speech enhancement, we study the influence of modifying the harmonic signal model for voiced speech to include small perturbations in the frequencies of the harmonics. A perturbed signal model is incorporated in the nonlinear least squares method, the Capon filter and the amplitude and phase estimation filter. Results show that it is possible to increase the performance, in terms of the signal reduction factor and the output signal-to-noise ratio, at the cost of increased complexity in the estimation of the model parameters. It is found that the perturbed signal model performs better than the harmonic signal model at input signal-to-noise ratios above approximately -10 dB, and that they are equally good below.
Keywords :
amplitude estimation; filtering theory; harmonic analysis; least squares approximations; phase estimation; speech enhancement; Capon filter; amplitude estimation filter; harmonic signal model; model-based speech enhancement; nonlinear least squares method; perturbed signal model; phase estimation filter; signal reduction factor; signal-to-noise ratio; Estimation; Frequency estimation; Harmonic analysis; Signal to noise ratio; Speech; Speech enhancement; Single-channel speech enhancement; inharmonicity; parameter estimation; perturbed signal models;
Conference_Titel :
Signal Processing Conference (EUSIPCO), 2013 Proceedings of the 21st European
Conference_Location :
Marrakech