• DocumentCode
    3288876
  • Title

    Improvement of speech recognition performance for spoken-oriented robot dialog system using end-fire array

  • Author

    Sawada, Hiroshi ; Even, Jani ; Saruwatari, Hiroshi ; Shikano, Kiyohiro ; Takatani, Tomoya

  • Author_Institution
    Grad. Sch. of Inf. Sci., Nara Inst. of Sci. & Technol., Nara, Japan
  • fYear
    2010
  • fDate
    18-22 Oct. 2010
  • Firstpage
    970
  • Lastpage
    975
  • Abstract
    In this paper, we propose a microphone array structure for a spoken-oriented robot dialog system that is designed to discriminate the direction of arrival (DOA) of the target speech and that of the robot internal noise. First, we investigate the performance of the noise estimation conducted by semi-blind source separation (SBSS) in presence of both the diffuse background noise and the robot internal noise. The result indicates that the noise estimation of the SBSS is not good. Next, we analyze the DOA of the robot internal noise in order to determine the reason of the above result; we find out that the internal noise is always in-phase at the microphone array and overlap spacial with the target speech. Based on this fact, we propose to change the microphone array structure from the broadside array to the end-fire array in order to discriminate the DOAs of the target speech and the internal noise. Finally, we evaluate the word accuracy in a dictation task in presence of both diffuse background noise and robot internal noise to confirm the advantage of the proposed structure. Simulation results shows that the proposed microphone array structure results in approximately 10% improvement of the speech recognition performance.
  • Keywords
    blind source separation; direction-of-arrival estimation; interactive systems; microphone arrays; robots; speech recognition; background noise; direction of arrival; end-fire array; microphone array structure; noise estimation; robot internal noise; semiblind source separation; speech recognition performance improvement; spoken-oriented robot dialog system;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Robots and Systems (IROS), 2010 IEEE/RSJ International Conference on
  • Conference_Location
    Taipei
  • ISSN
    2153-0858
  • Print_ISBN
    978-1-4244-6674-0
  • Type

    conf

  • DOI
    10.1109/IROS.2010.5648924
  • Filename
    5648924