Speech Enhancement using DUET & Weiner Filter Technique
Journal: GRD Journal for Engineering (Vol.4, No. 13)Publication Date: 2019-07-01
Authors : Aiswarya Venugopal; Anjana M R; Ashna Hasif; Delna varghese; Prajeesh P A;
Page : 328-331
Keywords : Weiner Filter; DUET Blind Source Separation; Anechoic Mixtures and Matlab;
Abstract
Speech enhancement in degenerate mixtures is a challenging task for the signal processing engineers. Degenerate Unmixing Estimation Technique (DUET) is a commonly used algorithm in speech signal separation. This approach of DUET can be used in auditory training for individuals with hearing loss use their residual hearing maximally and can be implemented in home studio for music recording. The method is valid when sources are W-disjoint orthogonal, that is, when the supports of the windowed Fourier transform of the signals in the mixture are disjoint. For anechoic mixtures of attenuated and delayed sources, the method allows one to estimate the mixing parameters by clustering relative attenuation-delay pairs extracted from the ratios of the time–frequency representations of the mixtures. The estimates of the mixing parameters are then used to partition the time–frequency representation of one mixture to recover the original sources. The technique is valid even in the case when the number of sources is larger than the number of mixtures. The algorithm is coded and implemented using matlab software. The wiener filter is used to enhance the desired speech signal from the original signal in which the noises are present. Weiner filter minimizes the mean square error between the estimated random process and the desired process.
Citation: Aiswarya Venugopal, Anjana M R, Ashna Hasif , Delna varghese, Prajeesh P A. "Speech Enhancement using DUET & Weiner Filter Technique ." Global Research and Development Journal For Engineering [ERTEE' 19], Adishankara Institute of Engineering and Technology, kalady, Kerala KTU(Kerala Technological University), (March 2019) : pp. 328 - 331.
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Last modified: 2019-07-08 22:18:55