Title :
Microphone array speech enhancement system combining ICA preprocessing in highly noisy environments
Author :
Li, Wanlong ; Liu, Ju ; Du, Jun ; Bai, Shuzhong
Author_Institution :
Sch. of Inf. Sci. & Eng., Shandong Univ., Jinan
Abstract :
In environments of strong background noise and reverberations, enhancement performance of classic microphone array enhancement systems is still not enough. Since ICA (independent component analysis) can separate independent sources only from observations, in this paper ICA is applied to highly noisy sensor signals to obtain cleaner speech signals, which are taken as inputs to the following microphone array enhancement systems. Experiments on real data show that the procedure of ICA preprocessing is effective in suppressing ambient noise, and dramatically improving the quality of input signals. Performance of microphone array speech enhancement system combining ICA preprocessing is greatly promoted.
Keywords :
independent component analysis; speech processing; ICA preprocessing; highly noisy environments; highly noisy sensor signals; independent component analysis; microphone array enhancement systems; microphone array speech enhancement system; reverberations; speech signals; strong background noise; Background noise; Data preprocessing; Independent component analysis; Microphone arrays; Reverberation; Sensor arrays; Sensor systems; Speech analysis; Speech enhancement; Working environment noise;
Conference_Titel :
Audio, Language and Image Processing, 2008. ICALIP 2008. International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-1723-0
Electronic_ISBN :
978-1-4244-1724-7
DOI :
10.1109/ICALIP.2008.4590105