Literature DB >> 24180786

Simultaneous suppression of noise and reverberation in cochlear implants using a ratio masking strategy.

Oldooz Hazrati1, Seyed Omid Sadjadi, Philipos C Loizou, John H L Hansen.   

Abstract

Cochlear implant (CI) recipients' ability to identify words is reduced in noisy or reverberant environments. The speech identification task for CI users becomes even more challenging in conditions where both reverberation and noise co-exist as they mask the spectro-temporal cues of speech in a rather complementary fashion. Ideal channel selection (ICS) was found to result in significantly more intelligible speech when applied to the noisy, reverberant, as well as noisy reverberant speech. In this study, a blind single-channel ratio masking strategy is presented to simultaneously suppress the negative effects of reverberation and noise on speech identification performance for CI users. In this strategy, noise power spectrum is estimated from the non-speech segments of the utterance while reverberation spectral variance is computed as a delayed and scaled version of the reverberant speech spectrum. Based on the estimated noise and reverberation power spectra, a weight between 0 and 1 is assigned to each time-frequency unit to form the final mask. Listening experiments conducted with CI users in two reverberant conditions (T60 = 0.6 and 0.8 s) at a signal-to-noise ratio of 15 dB indicate substantial improvements in speech intelligibility in both reverberant-alone and noisy reverberant conditions considered.

Mesh:

Year:  2013        PMID: 24180786      PMCID: PMC3829893          DOI: 10.1121/1.4823839

Source DB:  PubMed          Journal:  J Acoust Soc Am        ISSN: 0001-4966            Impact factor:   1.840


  15 in total

1.  Speech recognition in noise as a function of the number of spectral channels: comparison of acoustic hearing and cochlear implants.

Authors:  L M Friesen; R V Shannon; D Baskent; X Wang
Journal:  J Acoust Soc Am       Date:  2001-08       Impact factor: 1.840

2.  Intelligibility of reverberant noisy speech with ideal binary masking.

Authors:  Nicoleta Roman; John Woodruff
Journal:  J Acoust Soc Am       Date:  2011-10       Impact factor: 1.840

3.  Isolating the energetic component of speech-on-speech masking with ideal time-frequency segregation.

Authors:  Douglas S Brungart; Peter S Chang; Brian D Simpson; DeLiang Wang
Journal:  J Acoust Soc Am       Date:  2006-12       Impact factor: 1.840

4.  An algorithm that improves speech intelligibility in noise for normal-hearing listeners.

Authors:  Gibak Kim; Yang Lu; Yi Hu; Philipos C Loizou
Journal:  J Acoust Soc Am       Date:  2009-09       Impact factor: 1.840

5.  A channel-selection criterion for suppressing reverberation in cochlear implants.

Authors:  Kostas Kokkinakis; Oldooz Hazrati; Philipos C Loizou
Journal:  J Acoust Soc Am       Date:  2011-05       Impact factor: 1.840

6.  Reverberant overlap- and self-masking in consonant identification.

Authors:  A K Nábĕlek; T R Letowski; F M Tucker
Journal:  J Acoust Soc Am       Date:  1989-10       Impact factor: 1.840

7.  Combined effects of noise and reverberation on speech recognition performance of normal-hearing children and adults.

Authors:  Arlene C Neuman; Marcin Wroblewski; Joshua Hajicek; Adrienne Rubinstein
Journal:  Ear Hear       Date:  2010-06       Impact factor: 3.570

8.  Vowel confusions of hearing-impaired listeners under reverberant and nonreverberant conditions.

Authors:  A K Nabelek; T R Letowski
Journal:  J Speech Hear Disord       Date:  1985-05

9.  Design and evaluation of a personal digital assistant-based research platform for cochlear implants.

Authors:  Hussnain Ali; Arthur P Lobo; Philipos C Loizou
Journal:  IEEE Trans Biomed Eng       Date:  2013-05-13       Impact factor: 4.538

10.  A new sound coding strategy for suppressing noise in cochlear implants.

Authors:  Yi Hu; Philipos C Loizou
Journal:  J Acoust Soc Am       Date:  2008-07       Impact factor: 1.840

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  1 in total

1.  Evaluation and analysis of whispered speech for cochlear implant users: Gender identification and intelligibility.

Authors:  Oldooz Hazrati; Hussnain Ali; John H L Hansen; Emily Tobey
Journal:  J Acoust Soc Am       Date:  2015-07       Impact factor: 1.840

  1 in total

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