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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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. |
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DRNTU::Engineering::Electrical and electronic engineering Huang, Guangpu Er, Meng Joo An adaptive neural control scheme for articulatory synthesis of CV sequences |
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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. |
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School of Electrical and Electronic Engineering |
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School of Electrical and Electronic Engineering Huang, Guangpu Er, Meng Joo |
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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 |
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https://hdl.handle.net/10356/98209 http://hdl.handle.net/10220/17257 |
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1681034191544778752 |