Combining degradations: The effect of background noise on intelligibility of disordered speech.

The effect of background noise on intelligibility of disordered speech was assessed. Speech-shaped noise was mixed with neurologically healthy (control) and disordered (dysarthric) speech at a series of signal-to-noise ratios. In addition, bandpass filtered control and dysarthric speech conditions were assessed to determine the effect of noise on both naturally and artificially degraded speech. While significant effects of both the amount of noise and the type of speech were revealed, no interaction between the two factors was observed, in either the broadband or filtered testing conditions. Thus, it appears that there is no multiplicative effect of the presence of background noise on intelligibility of disordered speech relative to control speech. That is, the decrease in intelligibility due to increasing levels of noise is similar for both types of speech, and both types of testing conditions, and the function for dysarthric speech is simply shifted downward due to the inherent source degradations of the speech itself. Last, large-scale online crowdsourcing via Amazon Mechanical Turk was utilized to collect data for the current study. Findings and implications for this data and data collection approach are discussed.

[1]  Irwin Pollack,et al.  Effects of High Pass and Low Pass Filtering on the Intelligibility of Speech in Noise , 1948 .

[2]  Matthew H. Davis,et al.  Speech recognition in adverse conditions: A review , 2012 .

[3]  B C Moore,et al.  Perceptual consequences of cochlear hearing loss and their implications for the design of hearing aids. , 1996, Ear and hearing.

[4]  Stephanie A Borrie,et al.  Familiarisation conditions and the mechanisms that underlie improved recognition of dysarthric speech , 2012, Language and cognitive processes.

[5]  Mary E. Jenkins,et al.  Speech-to-Noise Levels and Conversational Intelligibility in Hypophonia and Parkinson's Disease , 2008 .

[6]  Allyson D. Dykstra,et al.  The Effect of Background Noise on the Speech Intensity of Individuals with Hypophonia Associated with Parkinson's Disease , 2012 .

[7]  P McCaffrey,et al.  Listener ratings of the intelligibility of tracheoesophageal speech in noise. , 1998, Journal of communication disorders.

[8]  Peter F. Halpin,et al.  Online crowdsourcing for efficient rating of speech: a validation study. , 2015, Journal of communication disorders.

[9]  Kristin J. Van Engen,et al.  Sentence recognition in native- and foreign-language multi-talker background noise. , 2007, The Journal of the Acoustical Society of America.

[10]  Kanae Nishi,et al.  Effects of Noise and Proficiency on Intelligibility of Chinese-Accented English , 2004, Language and speech.

[11]  S. Scott,et al.  Comprehension of familiar and unfamiliar native accents under adverse listening conditions. , 2009, Journal of experimental psychology. Human perception and performance.

[12]  Stephanie A Borrie,et al.  A relationship between processing speech in noise and dysarthric speech. , 2017, The Journal of the Acoustical Society of America.

[13]  Lauren Calandruccio,et al.  Speech-on-speech masking with variable access to the linguistic content of the masker speech. , 2010, The Journal of the Acoustical Society of America.

[14]  DeLiang Wang,et al.  An algorithm to improve speech recognition in noise for hearing-impaired listeners. , 2013, The Journal of the Acoustical Society of America.

[15]  Murray J. Munro,et al.  THE EFFECTS OF NOISE ON THE INTELLIGIBILITY OF FOREIGN-ACCENTED SPEECH , 1998, Studies in Second Language Acquisition.

[16]  K. Hustad The relationship between listener comprehension and intelligibility scores for speakers with dysarthria. , 2008, Journal of speech, language, and hearing research : JSLHR.

[17]  Gerald Kidd,et al.  Combining energetic and informational masking for speech identification. , 2005, The Journal of the Acoustical Society of America.

[18]  S. Spitzer,et al.  Syllabic strength and lexical boundary decisions in the perception of hypokinetic dysarthric speech. , 1998, The Journal of the Acoustical Society of America.

[19]  Jon Barker,et al.  Crowdsourcing for Word Recognition in Noise , 2011, INTERSPEECH.

[20]  H. Sim,et al.  Effects of the Types of Noise and Signal-to-Noise Ratios on Speech Intelligibility in Dysarthria , 2011 .

[21]  G. A. Miller The masking of speech. , 1947, Psychological bulletin.

[22]  Hong Kook Kim,et al.  Reducing Speech Noise for Patients with Dysarthria in Noisy Environments , 2014, IEICE Trans. Inf. Syst..

[23]  Kaitlin L. Lansford,et al.  Generalized Adaptation to Dysarthric Speech. , 2017, Journal of speech, language, and hearing research : JSLHR.

[24]  Joseph Slote,et al.  Conducting spoken word recognition research online: Validation and a new timing method , 2016, Behavior research methods.

[25]  Stephanie A Borrie,et al.  Use of Crowdsourcing to Assess the Ecological Validity of Perceptual-Training Paradigms in Dysarthria. , 2016, American journal of speech-language pathology.

[26]  S. Boyce,et al.  The Effect of Background Noise on Intelligibility of Dysphonic Speech. , 2017, Journal of speech, language, and hearing research : JSLHR.