Title :
Noise robust zerocrossing rate computation for audio signal classification
Author :
Kathirvel, P. ; Manikandan, M. Sabarimalai ; Senthilkumar, S. ; Soman, K.P.
Author_Institution :
Centre for Excellence in Comput. Eng. & Networking, Amrita Vishwa Vidyapeetham, Coimbatore, India
Abstract :
Zero-crossing rate (ZCR) is one of the most important acoustic feature that has been widely used in voice activity detection, voiced/unvoiced speech classification, music/speech classification image processing, optics, biomedical engineering, radar and fluid mechanics. The conventional time-domain ZCR measurement is sensitive to nonstationary noise. In this paper, we present a noise robust zerocrossing rate computation method. The number of zerocrossings is computed in autocorrelation-domain rather than in time-domain. The accuracy of the proposed measurement method is evaluated using both sinusoidal and speech waveforms under different signal-to-noise ratios (SNRs). Experimental results show that the proposed ZCR measurement method achieves better accuracy than the conventional ZCR measurement methods in the literature.
Keywords :
acoustic signal processing; audio signal processing; signal classification; acoustic feature; audio signal classification; autocorrelation-domain; biomedical engineering; fluid mechanics; image processing; music classification; noise robust zerocrossing rate computation; nonstationary noise; optics; radar; signal-to-noise ratios; sinusoidal waveform; speech waveform; time-domain ZCR measurement; unvoiced speech classification; voice activity detection; voiced speech classification; zero-crossing rate; Frequency estimation; Noise measurement; Radar detection; Radar measurements; Speech; Time measurement; audio classification; speech recognition; speech/music classification; voiced/unvoiced speech; zerocrossing rate;
Conference_Titel :
Trendz in Information Sciences and Computing (TISC), 2011 3rd International Conference on
Conference_Location :
Chennai
Print_ISBN :
978-1-4673-0134-3
DOI :
10.1109/TISC.2011.6169086