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SVD-Based Optimal Filtering Technique for Noise Reduction in Hearing Aids Using Two Microphones
EURASIP Journal on Advances in Signal Processing volume 2002, Article number: 852365 (2002)
Abstract
We introduce a new SVD-based (Singular value decomposition) strategy for noise reduction in hearing aids. This technique is evaluated for noise reduction in a behind-the-ear (BTE) hearing aid where two omnidirectional microphones are mounted in an endfire configuration. The behaviour of the SVD-based technique is compared to a two-stage adaptive beamformer for hearing aids developed by Vanden Berghe and Wouters (1998). The evaluation and comparison is done with a performance metric based on the speech intelligibility index (SII). The speech and noise signals are recorded in reverberant conditions with a signal-to-noise ratio of
and the spectrum of the noise signals is similar to the spectrum of the speech signal. The SVD-based technique works without initialization nor assumptions about a look direction, unlike the two-stage adaptive beamformer. Still, for different noise scenarios, the SVD-based technique performs as well as the two-stage adaptive beamformer, for a similar filter length and adaptation time for the filter coefficients. In a diffuse noise scenario, the SVD-based technique performs better than the two-stage adaptive beamformer and hence provides a more flexible and robust solution under speaker position variations and reverberant conditions.
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Maj, JB., Moonen, M. & Wouters, J. SVD-Based Optimal Filtering Technique for Noise Reduction in Hearing Aids Using Two Microphones. EURASIP J. Adv. Signal Process. 2002, 852365 (2002). https://doi.org/10.1155/S1110865702000690
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DOI: https://doi.org/10.1155/S1110865702000690
Keywords
- VD-based technique
- beamforming
- noise reduction
- hearing aids
- speech intelligibility
- diffuse noise