Title :
Individual articulator´s contribution to phoneme production
Author :
Jun Wang ; Green, James R. ; Samal, Animesh
Author_Institution :
Callier Center for Commun. Disorders, Univ. of Texas at Dallas, Dallas, TX, USA
Abstract :
Speech sounds are the result of coordinated movements of individual articulators. Understanding each articulator´s role in speech is fundamental not only for understanding how speech is produced, but also for optimizing speech assessments and treatments. In this paper, we studied the individual contributions of six articulators, tongue tip, tongue blade, tongue body front, tongue body back, upper lip, and lower lip to phoneme classification. A total of 3,838 vowel and consonant production samples were collected from eleven native English speakers. The results of speech movement classification using a support vector machine indicated that the tongue encoded significantly more information than lips, and that the tongue tip may be the most important single articulator among all of the six for phoneme production. Furthermore, our results suggested that the tracking of four articulators (i.e., tongue tip, tongue body back, upper lip, and lower lip) may be sufficient for distinguishing major English phonemes based on articulatory movements.
Keywords :
speech processing; support vector machines; consonant production samples; individual articulator contribution; lower lip; native English speakers; phoneme classification; phoneme production; speech assessments; speech movement classification; speech sounds; speech treatments; support vector machine; tongue blade; tongue body back; tongue body front; tongue tip; upper lip; vowel production samples; Accuracy; Production; Sensors; Speech; Speech recognition; Support vector machines; Tongue; Speech production; articulation; silent speech recognition; support vector machine;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
DOI :
10.1109/ICASSP.2013.6639179