Literature DB >> 22225053

Analysis of the effects of physical task stress on the speech signal.

Keith W Godin1, John H L Hansen.   

Abstract

Physical task stress is known to affect the fundamental frequency and other measurements of the speech signal. A corpus of physical task stress speech is analyzed using a spectrum F-ratio and frame score distribution divergences. The measurements differ between phone classes, and are greater for vowels and nasals than for plosives and fricatives. In further analysis, frame score distribution divergences are used to measure the spectral dissimilarity between neutral and physical task stress speech. Frame scores are the log likelihood ratios between Gaussian mixture models (GMMs) of physical task stress and of neutral speech. Mel-frequency cepstral coefficients are used as the acoustic feature inputs to the GMMs. A Laplacian distribution is fitted to the frame scores for each of ten phone classes, and the symmetric Kullback-Leibler divergence is employed to measure the change in distribution from neutral to physical task stress. The results suggest that the spectral dissimilarity is greatest for the second level of a four level exertion measurement, and that spectral dissimilarity is greater for nasal phones than for plosives and fricatives. Further, the results suggest that different phone classes are affected differently by physical task stress.
© 2011 Acoustical Society of America

Mesh:

Year:  2011        PMID: 22225053     DOI: 10.1121/1.3647301

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


  2 in total

1.  Speech variability: A cross-language study on acoustic variations of speaking versus untrained singing.

Authors:  John H L Hansen; Marigona Bokshi; Soheil Khorram
Journal:  J Acoust Soc Am       Date:  2020-08       Impact factor: 1.840

2.  Validation of a Speech Database for Assessing College Students' Physical Competence under the Concept of Physical Literacy.

Authors:  Rui-Si Ma; Si-Ioi Ng; Tan Lee; Yi-Jian Yang; Raymond Kim-Wai Sum
Journal:  Int J Environ Res Public Health       Date:  2022-06-08       Impact factor: 4.614

  2 in total

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