• DocumentCode
    1874848
  • Title

    Control methods based on neural network forward and inverse models for a biomechanical structured vocal cord model on an anthropomorphic talking robot

  • Author

    Fukui, Kazuhiro ; Shintaku, E. ; Shimomura, Akito ; Sakakibara, N. ; Ishikawa, Yozo

  • Author_Institution
    Dept. of Modern Mech. Eng., Waseda Univ., Tokyo
  • fYear
    2008
  • fDate
    19-23 May 2008
  • Firstpage
    3648
  • Lastpage
    3653
  • Abstract
    We have developed a vocal control method, based on forward and inverse models, to allow the anthropomorphic talking robot Waseda Talker No. 7 (WT-7) to produce various kinds of voices. The control parameters of the vocal cords on WT-7 are pressure, vocal cord tension and glottal opening, and the acoustic parameters are sound pressure, sound pitch and spectrum slope. The relationships among these parameters are complicated and difficult to model using conventional methods. Here we present a neural network (NN) control method. The learning process consists of creation of the NN forward model by back propagation methods and optimization of the inverse model using the forward model. In addition, a real-time auditory feed-back mechanism is used to reduce the error between the target and the generated acoustic parameters. Using this method, the control parameters can be adjusted to follow the target voice well.
  • Keywords
    acoustic variables control; backpropagation; inverse problems; neurocontrollers; robots; acoustic parameters; anthropomorphic talking robot; backpropagation method; biomechanical structured vocal cord model; control methods; glottal opening; inverse model optimization; neural network control; neural network forward model; neural network inverse model; real-time auditory feedback mechanism; sound pitch; sound pressure; spectrum slope; vocal control method; vocal cord tension; Anthropomorphism; Humans; IEEE members; Inverse problems; Neural networks; Optimization methods; Robotics and automation; Robots; Speech processing; Tongue;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robotics and Automation, 2008. ICRA 2008. IEEE International Conference on
  • Conference_Location
    Pasadena, CA
  • ISSN
    1050-4729
  • Print_ISBN
    978-1-4244-1646-2
  • Electronic_ISBN
    1050-4729
  • Type

    conf

  • DOI
    10.1109/ROBOT.2008.4543770
  • Filename
    4543770