Title :
A hybrid near-field superdirective GSC and post-filter for speech enhancement
Author :
Khayeri, Parinaz ; Abutalebi, Hamid Reza ; Abootalebi, Vahid
Author_Institution :
Electr. & Comput. Eng. Dept., Yazd Univ., Yazd, Iran
Abstract :
This paper deals with the problem of microphone array speech enhancement using a hybrid Generalized Sidelobe Canceller (GSC), Near-Field Super-Directive (NFSD) beamformer, and post-filter. In this research, we employ a near field compensation block before the blocking matrix (of the GSC) to prevent signal leakage in the reference noise and a Linear Constrained Minimum Variance (LCMV) beamformer instead of blocking matrix to generalize the appropriate performance of the system for different arrival directions of desired speech. We also consider the application of the post-filters on the beamformer output. A modified version of McCowan post-filter is presented by calculating coherence function from microphone-array inputs. Considering similar idea, we also propose a multichannel version of Short-Time Spectral Amplitude (STSA) post-filter. Our evaluations clearly demonstrate the effectiveness of the proposed modifications in the enhancement of the noisy speech.
Keywords :
array signal processing; coherence; filtering theory; interference suppression; matrix algebra; microphone arrays; spectral analysis; speech enhancement; LCMV beamformer; McCowan post-filter; NFSD beamformer; STSA post-filter; blocking matrix; coherence function; hybrid generalized sidelobe canceller; hybrid near-field superdirective GSC; linear constrained minimum variance beamformer; microphone array speech enhancement; multichannel version; near field compensation block; near-field super-directive beamformer; noisy speech enhancement; reference noise; short-time spectral amplitude post-filter; signal leakage; speech arrival direction; Arrays; Coherence; Microphones; Noise; Noise measurement; Speech; Speech enhancement; generalized sidelobe canceller; linear constrained minimum variance; post-filter; speech enhancement; superdirective beamformer;
Conference_Titel :
Signal Processing Conference (EUSIPCO), 2012 Proceedings of the 20th European
Print_ISBN :
978-1-4673-1068-0