DocumentCode
240103
Title
Modeling speech production using the Neural Engineering Framework
Author
Kroger, Bernd J. ; Bekolay, Trevor ; Eliasmith, Chris
Author_Institution
Dept. for Phoniatrics, Pedaudiology, & Commun. Disorders, RWTH Aachen Univ., Aachen, Germany
fYear
2014
fDate
5-7 Nov. 2014
Firstpage
203
Lastpage
208
Abstract
A neurobiologically plausible model of speech production is introduced here using the Neural Engineering Framework (NEF). This approach allows detailed modeling of temporal aspects of action selection and action execution in speech production at the level of single spiking neurons. A preliminary architecture of our NEF speech production model is introduced and discussed in the second part of this paper. The first part focuses on an articulatory-acoustic model, generating acoustic speech signals on the basis of articulatory geometries. Our approach uses a small set of functional articulatory control parameters. Motor planning is based on the concept of speech or vocal tract actions (Kröger et al. 2010, Cognitive Processing 11: 187-205). A 2D-geometrical model is used and the acoustic speech signal is calculated using a reflection-type line analog model.
Keywords
acoustic signal processing; biomedical engineering; computational geometry; neural nets; speech processing; 2D-geometrical model; NEF; acoustic speech signal generation; articulatory geometries; articulatory-acoustic model; functional articulatory control parameters; motor planning; neural engineering framework; neurobiologically plausible model; reflection-type line analog model; single spiking neurons; speech production modeling; temporal action execution aspect; temporal action selection aspect; vocal tract actions; Barium; Lead; TV; Visualization;
fLanguage
English
Publisher
ieee
Conference_Titel
Cognitive Infocommunications (CogInfoCom), 2014 5th IEEE Conference on
Conference_Location
Vietri sul Mare
Type
conf
DOI
10.1109/CogInfoCom.2014.7020446
Filename
7020446
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