Hearing aids use complex processing intended to improve speech recognition. Although many listeners benefit from such processing, it can also introduce distortion that offsets or cancels intended benefits for some individuals. The purpose of the present study was to determine the effects of cognitive ability (working memory) on individual listeners’ responses to distortion caused by frequency compression applied to noisy speech.
The present study analyzed a large data set of intelligibility scores for frequency-compressed speech presented in quiet and at a range of signal-to-babble ratios. The intelligibility data set was based on scores from 26 adults with hearing loss with ages ranging from 62 to 92 years. The listeners were grouped based on working memory ability. The amount of signal modification (distortion) caused by frequency compression and noise was measured using a sound quality metric. Analysis of variance and hierarchical linear modeling were used to identify meaningful differences between subject groups as a function of signal distortion caused by frequency compression and noise.
Working memory was a significant factor in listeners’ intelligibility of sentences presented in babble noise and processed with frequency compression based on sinusoidal modeling. At maximum signal modification (caused by both frequency compression and babble noise), the factor of working memory (when controlling for age and hearing loss) accounted for 29.3% of the variance in intelligibility scores. Combining working memory, age, and hearing loss accounted for a total of 47.5% of the variability in intelligibility scores. Furthermore, as the total amount of signal distortion increased, listeners with higher working memory performed better on the intelligibility task than listeners with lower working memory did.
Working memory is a significant factor in listeners’ responses to total signal distortion caused by cumulative effects of babble noise and frequency compression implemented with sinusoidal modeling. These results, together with other studies focused on wide-dynamic range compression, suggest that older listeners with hearing loss and poor working memory are more susceptible to distortions caused by at least some types of hearing aid signal-processing algorithms and by noise, and that this increased susceptibility should be considered in the hearing aid fitting process.
This study considers the relationship between working memory and intelligibility of noisy speech subjected to frequency compression. Results show that intelligibility scores for listeners with poor working memory are degraded more by signal distortions caused by frequency compression and noise compared with those of listeners with good working memory. These results suggest that older listeners with hearing loss and poor working memory are more susceptible to distortions caused by at least some signal-processing algorithms, and that this increased susceptibility should be considered in the hearing aid fitting process.
1Department of Speech, Language, and Hearing Sciences, University of Colorado Boulder, Boulder, Colorado, USA; 2The Roxelyn and Richard Pepper Department of Communication Sciences, Northwestern University, Evanston, Illinois, USA; 3Knowles Hearing Center, Northwestern University, Evanston, Illinois, USA; and 4GN ReSound.
ACKNOWLEDGMENTS: The authors thank Peggy Nelson for sharing speech materials, Naomi B. H. Croghan and Namita Gehani for assistance with data collection, Eric Hoover and Ramesh Muralimanohar for assistance with calibration, and Janet Gingold and Naomi Croghan for helpful discussions related to this analysis.
A portion of these data was presented at the following conferences: Aging and Speech Communication, Bloomington, Indiana, October 10–12, 2011, titled “Age, Hearing Loss and Cognition: Susceptibility to Hearing Aid Distortion”; Acoustical Society of America, Seattle, Washington, May 23–27, 2011, titled “Effects of Frequency Compression on the Intelligibility and Quality of Speech in Noise”; and American Auditory Society, Scottsdale, Arizona, March 3–5, 2011, titled “Effects of Age and Cognition on Perception of Frequency-Compressed Speech.”
This work was supported by National Institutes of Health grant R01 DC012289 (P.S. and K.A.) and by a grant to the University of Colorado by GN ReSound (K.A.). James M. Kates is an employee of GN ReSound.
Address for correspondence: Kathryn H. Arehart, University of Colorado, Department of Speech, Language, and Hearing Sciences, 409 UCB, Boulder, CO 80309, USA. E-mail: email@example.com
Received February 21, 2012
Accepted August 23, 2012