Title :
Efficient frequency-domain implementation of speech distortion weighted multi-channelwiener filtering for noise reduction
Author :
Doclo, Simon ; Spriet, Ann ; Moonen, Marc
Author_Institution :
Dept. of Electr. Eng., Katholieke Univ. Leuven, Leuven, Belgium
Abstract :
A stochastic gradient implementation of a generalised multi-microphone noise reduction scheme, called the Spatially Preprocessed Speech Distortion Weighted Multi-channel Wiener Filter (SP-SDW-MWF), has recently been proposed in [1]. In order to compute a regularisation term in the filter update formulas, data buffers are required in this implementation, resulting in a large memory usage. This paper shows that by approximating this regularisation term in the frequency-domain the memory usage (and the computational complexity) can be reduced drastically. Experimental results demonstrate that this approximation only gives rise to a limited performance difference and that hence the proposed algorithm preserves the robustness benefit of the SP-SDW-MWF over the GSC (with Quadratic Inequality Constraint).
Keywords :
Wiener filters; frequency-domain analysis; microphones; speech processing; stochastic processes; GSC; SP-SDW-MWF; computational complexity; data buffers; filter update formulas; frequency-domain implementation efficiency; generalised multimicrophone noise reduction scheme; generalised sidelobe canceller; limited performance difference; memory usage; noise reduction; quadratic inequality constraint; speech distortion weighted multichannel wiener filter preprocessing; stochastic gradient implementation; Abstracts; Complexity theory; Frequency-domain analysis; Lead; Noise;
Conference_Titel :
Signal Processing Conference, 2004 12th European
Conference_Location :
Vienna
Print_ISBN :
978-320-0001-65-7