• 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