An environment-adaptive management algorithm for hearing-support devices incorporating listening situation and noise type classifiers

Artif Organs. 2015 Apr;39(4):361-8. doi: 10.1111/aor.12391. Epub 2014 Oct 5.

Abstract

In order to provide more consistent sound intelligibility for the hearing-impaired person, regardless of environment, it is necessary to adjust the setting of the hearing-support (HS) device to accommodate various environmental circumstances. In this study, a fully automatic HS device management algorithm that can adapt to various environmental situations is proposed; it is composed of a listening-situation classifier, a noise-type classifier, an adaptive noise-reduction algorithm, and a management algorithm that can selectively turn on/off one or more of the three basic algorithms-beamforming, noise-reduction, and feedback cancellation-and can also adjust internal gains and parameters of the wide-dynamic-range compression (WDRC) and noise-reduction (NR) algorithms in accordance with variations in environmental situations. Experimental results demonstrated that the implemented algorithms can classify both listening situation and ambient noise type situations with high accuracies (92.8-96.4% and 90.9-99.4%, respectively), and the gains and parameters of the WDRC and NR algorithms were successfully adjusted according to variations in environmental situation. The average values of signal-to-noise ratio (SNR), frequency-weighted segmental SNR, Perceptual Evaluation of Speech Quality, and mean opinion test scores of 10 normal-hearing volunteers of the adaptive multiband spectral subtraction (MBSS) algorithm were improved by 1.74 dB, 2.11 dB, 0.49, and 0.68, respectively, compared to the conventional fixed-parameter MBSS algorithm. These results indicate that the proposed environment-adaptive management algorithm can be applied to HS devices to improve sound intelligibility for hearing-impaired individuals in various acoustic environments.

Keywords: Adaptive noise reduction; Classification; Hearing aid; Management algorithm.

Publication types

  • Comparative Study
  • Evaluation Study
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Acoustics
  • Algorithms*
  • Environment
  • Equipment Design
  • Hearing Aids*
  • Humans
  • Noise / adverse effects*
  • Perceptual Masking*
  • Persons With Hearing Impairments / psychology
  • Persons With Hearing Impairments / rehabilitation*
  • Signal Processing, Computer-Assisted*
  • Signal-To-Noise Ratio
  • Speech Intelligibility*
  • Speech Perception*