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  • Research Article
  • Open Access

Formant Frequencies under Cognitive Load: Effects and Classification

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  • 1, 2,
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EURASIP Journal on Advances in Signal Processing20102011:219253

  • Received: 1 August 2010
  • Accepted: 20 December 2010
  • Published:


Cognitive load measurement systems measure the mental demand experienced by human while performing a cognitive task, which is useful in monitoring and enhancing task performance. Various speech-based systems have been proposed for cognitive load classification, but the effect of cognitive load on the speech production system is still not well understood. In this work, we study formant frequencies under different load conditions and utilize formant frequency-based features for automatic cognitive load classification. We find that the slope, dispersion, and duration of vowel formant trajectories exhibit changes under different load conditions; slope and duration are found to be useful features in vowel-based classification. Additionally, 2-class and 3-class utterance-based classification results, evaluated on two different databases, show that the performance of frame-based formant features was comparable, if not better than, baseline MFCC features.


  • Load Condition
  • Task Performance
  • Cognitive Load
  • Cognitive Task
  • Formant Feature

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Authors’ Affiliations

School of Electrical Engineering and Telecommunications, The University of New South Wales, Sydney, NSW, 2052, Australia
ATP Research Laboratory, National ICT Australia (NICTA), Eveleigh, NSW, 2015, Australia


© Tet Fei Yap et al. 2011

This article is published under license to BioMed Central Ltd. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.