An adaptive neural control scheme for articulatory synthesis of CV sequences

Reproducing the smooth vocal tract trajectories is critical for high quality articulatory speech synthesis. This paper presents an adaptive neural control scheme for such a task using fuzzy logic and neural networks. The control scheme estimates motor commands from trajectories of flesh-points on se...

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Main Authors: Huang, Guangpu, Er, Meng Joo
Other Authors: School of Electrical and Electronic Engineering
Format: Article
Language:English
Published: 2013
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Online Access:https://hdl.handle.net/10356/98209
http://hdl.handle.net/10220/17257
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-982092020-03-07T12:47:16Z An adaptive neural control scheme for articulatory synthesis of CV sequences Huang, Guangpu Er, Meng Joo School of Electrical and Electronic Engineering Temasek Laboratories DRNTU::Engineering::Electrical and electronic engineering Reproducing the smooth vocal tract trajectories is critical for high quality articulatory speech synthesis. This paper presents an adaptive neural control scheme for such a task using fuzzy logic and neural networks. The control scheme estimates motor commands from trajectories of flesh-points on selected articulators. These motor commands are then used to reproduce the trajectories of the underlying articulators in a 2nd order dynamical system. Initial experiments show that the control scheme is able to manipulate the mass-spring based elastic tract walls in a 2-dimensional articulatory synthesizer and to realize efficient speech motor control. The proposed controller achieves high accuracy during on-line tracking of the lips, the tongue, and the jaw in the simulation of consonant–vowel sequences. It also offers salient features such as generality and adaptability for future developments of control models in articulatory synthesis. 2013-11-05T05:13:15Z 2019-12-06T19:52:05Z 2013-11-05T05:13:15Z 2019-12-06T19:52:05Z 2013 2013 Journal Article Huang, G., & Er, M. J. (2014). An adaptive neural control scheme for articulatory synthesis of CV sequences. Computer speech & language, 28(1), 163-176. 0885-2308 https://hdl.handle.net/10356/98209 http://hdl.handle.net/10220/17257 10.1016/j.csl.2013.04.004 en Computer speech & language © 2013 Elsevier Ltd.
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic DRNTU::Engineering::Electrical and electronic engineering
spellingShingle DRNTU::Engineering::Electrical and electronic engineering
Huang, Guangpu
Er, Meng Joo
An adaptive neural control scheme for articulatory synthesis of CV sequences
description Reproducing the smooth vocal tract trajectories is critical for high quality articulatory speech synthesis. This paper presents an adaptive neural control scheme for such a task using fuzzy logic and neural networks. The control scheme estimates motor commands from trajectories of flesh-points on selected articulators. These motor commands are then used to reproduce the trajectories of the underlying articulators in a 2nd order dynamical system. Initial experiments show that the control scheme is able to manipulate the mass-spring based elastic tract walls in a 2-dimensional articulatory synthesizer and to realize efficient speech motor control. The proposed controller achieves high accuracy during on-line tracking of the lips, the tongue, and the jaw in the simulation of consonant–vowel sequences. It also offers salient features such as generality and adaptability for future developments of control models in articulatory synthesis.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Huang, Guangpu
Er, Meng Joo
format Article
author Huang, Guangpu
Er, Meng Joo
author_sort Huang, Guangpu
title An adaptive neural control scheme for articulatory synthesis of CV sequences
title_short An adaptive neural control scheme for articulatory synthesis of CV sequences
title_full An adaptive neural control scheme for articulatory synthesis of CV sequences
title_fullStr An adaptive neural control scheme for articulatory synthesis of CV sequences
title_full_unstemmed An adaptive neural control scheme for articulatory synthesis of CV sequences
title_sort adaptive neural control scheme for articulatory synthesis of cv sequences
publishDate 2013
url https://hdl.handle.net/10356/98209
http://hdl.handle.net/10220/17257
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