Harmonic minimum mean squared error filters for multichannel speech enhancement

Jesper Rindom Jensen, Mads Groesboll Christensen, Andreas Jakobsson

Research output: Chapter in Book/Report/Conference proceedingPaper in conference proceedingpeer-review

Abstract

Many state-of-the-art multichannel speech enhancement methods rely on second-order statistics of the desired speech signal, the noise signal, or both. Estimation of those are difficult in practice, resulting in a practical performance that is typically much lower than their potential theoretical performance. We propose two multichannel enhancement techniques that instead rely on a model for voiced speech. That is, the proposed methods are driven by the signals' fundamental frequencies, which may be accurately estimated even in noisy scenarios. The first method is designed independently of the microphone array geometry and source position, whereas these are utilized in the second approach. Thereby, we can investigate when to exploit such information in the case of localization errors and violations of the spatial assumptions. Numerical results show that the proposed method is able to outperform competing methods in terms of both output SNRs and PESQ scores.

Original languageEnglish
Title of host publication2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings
PublisherIEEE - Institute of Electrical and Electronics Engineers Inc.
Pages501-505
Number of pages5
ISBN (Electronic)9781509041176
DOIs
Publication statusPublished - 2017 Jun 16
Event42nd IEEE International Conference on Audio, Speech, and Signals Processing, ICASSP 2017 - New Orleans, United States
Duration: 2017 Mar 52017 Mar 9
http://www.ieee-icassp2017.org/

Conference

Conference42nd IEEE International Conference on Audio, Speech, and Signals Processing, ICASSP 2017
Abbreviated titleICASSP 2017
Country/TerritoryUnited States
CityNew Orleans
Period2017/03/052017/03/09
Internet address

Subject classification (UKÄ)

  • Probability Theory and Statistics
  • Signal Processing

Free keywords

  • multichannel speech enhancement
  • voiced speech
  • MMSE filtering
  • harmonic filters
  • DOA mismatch

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