Title :
Speech Enhancement With a GSC-Like Structure Employing Eigenvector-Based Transfer Function Ratios Estimation
Author :
Krueger, Alexander ; Warsitz, Ernst ; Haeb-Umbach, Reinhold
Author_Institution :
Dept. of Commun. Eng., Univ. of Paderborn, Paderborn, Germany
Abstract :
In this paper, we present a novel blocking matrix and fixed beamformer design for a generalized sidelobe canceler for speech enhancement in a reverberant enclosure. They are based on a new method for estimating the acoustical transfer function ratios in the presence of stationary noise. The estimation method relies on solving a generalized eigenvalue problem in each frequency bin. An adaptive eigenvector tracking utilizing the power iteration method is employed and shown to achieve a high convergence speed. Simulation results demonstrate that the proposed beamformer leads to better noise and interference reduction and reduced speech distortions compared to other blocking matrix designs from the literature.
Keywords :
array signal processing; eigenvalues and eigenfunctions; iterative methods; reverberation; speech enhancement; acoustical transfer function ratio; adaptive eigenvector tracking; beamformer design; blocking matrix; eigenvector-based transfer function ratios estimation; generalized sidelobe canceler; interference reduction; power iteration method; reduced speech distortions; reverberant enclosure; speech enhancement; stationary noise; Acoustic distortion; Convergence; Eigenvalues and eigenfunctions; Frequency estimation; Interference; Noise cancellation; Noise reduction; Signal to noise ratio; Speech enhancement; Transfer functions; Acoustical transfer function ratios; generalized eigenvalue problem; generalized sidelobe canceler (GSC); microphone array signal processing; speech enhancement;
Journal_Title :
Audio, Speech, and Language Processing, IEEE Transactions on
DOI :
10.1109/TASL.2010.2047324