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SVD-based optimal filtering technique for noise reduction in hearing aids using two microphones - MaRDI portal

SVD-based optimal filtering technique for noise reduction in hearing aids using two microphones (Q1607694)

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scientific article; zbMATH DE number 1779604
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English
SVD-based optimal filtering technique for noise reduction in hearing aids using two microphones
scientific article; zbMATH DE number 1779604

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    SVD-based optimal filtering technique for noise reduction in hearing aids using two microphones (English)
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    14 October 2002
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    Summary: 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 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. The evaluation and comparison is done with a performance metric based on the speech intelligibility index. The speech and noise signals are recorded in reverberant conditions with a signal-to-noise ratio of \(0\) dB, 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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    beamforming
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    speech intelligibility
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    diffuse noise
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    singular value decomposition
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    speech signals
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    noise reduction
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