DocumentCode :
134231
Title :
A new framework of neurocomputational model for speech production
Author :
Han Yan ; Jianwu Dang ; Mengxue Cao ; Kroger, Bernd J.
Author_Institution :
Tianjin Key Lab. of Cognitive Comput. & Applic., Tianjin Univ., Tianjin, China
fYear :
2014
fDate :
12-14 Sept. 2014
Firstpage :
294
Lastpage :
298
Abstract :
Speech production is complex for the brain to control, since it involves many neural processes such as speech planning, motor control, auditory and somatosensory feedback. Those functions are thought to work both in cascaded and parallel, and the control signals are transformed from one brain area to others with “one-to-many” relations. To describe this situation, in this study, we developed a new framework for a neuro-computational model for speech production based on our previous studies. The proposed model is used to deal with dynamic properties of speech articulation for consonant-vowel (CV-) syllables. In our simulation, the neuronal groups (i.e., motor, auditory and somatosensory) were acquired by learning and stored in the self-organizing maps (SOMs), and those relations between the SOMs were investigated. The results show that the time-varying properties were represented properly. In the control signal flow, the model demonstrated “one-to-many” projections between the SOMs, where one neuron in an SOM on average was projected onto 1.64 neurons in another SOM.
Keywords :
self-organising feature maps; speech processing; SOM; auditory feedback; consonant vowel syllables; control signal flow; motor control; neural processes; neurocomputational model; neuronal groups; self-organizing maps; somatosensory feedback; speech articulation; speech planning; speech production; Brain modeling; Computational modeling; Neurons; Production; Speech; Speech processing; Tongue; articulatory model; neural computational framework; self-organizing map; speech production;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Chinese Spoken Language Processing (ISCSLP), 2014 9th International Symposium on
Conference_Location :
Singapore
Type :
conf
DOI :
10.1109/ISCSLP.2014.6936623
Filename :
6936623
Link To Document :
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