QRD-based unconstrained optimal filtering for acoustic noise reduction

作者: Geert Rombouts , Marc Moonen

DOI: 10.1016/S0165-1684(03)00107-5

关键词: SignalMedian filterMathematicsSpeech enhancementQR decompositionAdaptive filterSpeech processingDistortionAlgorithmNoise reduction

摘要: We describe a new adaptive filtering algorithm based upon QR-decomposition for optimal multichannel with an "unknown" desired signal, as well its application to multi-channel acoustic noise reduction. A recursively calculated filter then optimally estimates the speech component in noisy signal. The complexity of this is about 7 times lower than that existing related algorithms, which are mainly GSVD-decompositions, while performance kept at same level. Finally, it shown how parameter can be introduced tuned tradeoff reduction signal distortion.

参考文章(12)
Simon Doclo, Marc Moonen, NOISE REDUCTION IN MULTI-MICROPHONE SPEECH SIGNALS USING R ECURSIVE AND APPROXIMATE GSVD-BASED OPTIMAL FILTERING Proc. of IEEE Benelux Signal Processing Symposium (SPS-2000). ,(2000)
S Haykin, Adaptive Filter Theory ,(1986)
Michael Brandstein, Darren Ward, Microphone Arrays Signal Processing Techniques and Applications Springer. ,(2001)
SVD-based optimal filtering with applications to noise reduction in speech signals workshop on applications of signal processing to audio and acoustics. pp. 143- 146 ,(1999) , 10.1109/ASPAA.1999.810870
M. Miyoshi, Y. Kaneda, Inverse filtering of room acoustics IEEE Transactions on Acoustics, Speech, and Signal Processing. ,vol. 36, pp. 145- 152 ,(1988) , 10.1109/29.1509
Y. Ephraim, H.L. Van Trees, A signal subspace approach for speech enhancement IEEE Transactions on Speech and Audio Processing. ,vol. 3, pp. 251- 266 ,(1995) , 10.1109/89.397090
S. Doclo, M. Moonen, GSVD-based optimal filtering for single and multimicrophone speech enhancement IEEE Transactions on Signal Processing. ,vol. 50, pp. 2230- 2244 ,(2002) , 10.1109/TSP.2002.801937
Simon Doclo, Marc Moonen, GSVD-Based Optimal Filtering for Multi-Microphone Speech Enhancement Microphone Arrays : Signal Processing Techniques and Applications. pp. 111- 132 ,(2001) , 10.1007/978-3-662-04619-7_6
Qing-Guang Liu, Benoît Champagne, Peter Kabal, A microphone array processing technique for speech enhancement in a reverberant space Speech Communication. ,vol. 18, pp. 317- 334 ,(1996) , 10.1016/0167-6393(96)00011-8