• DocumentCode
    2350547
  • Title

    Speech enhancement and recognition using circular microphone array for service robots

  • Author

    Choi, Changkyu ; Kong, Donggeon ; Kim, Jaywoo ; Bang, SeokWon

  • Author_Institution
    Human & Comput. Interaction Lab., Samsung Adv. Inst. of Technol., Kyonggi, South Korea
  • Volume
    4
  • fYear
    2003
  • fDate
    27-31 Oct. 2003
  • Firstpage
    3516
  • Abstract
    Speech recognition using circular microphone array is addressed in this paper. Eight microphones are located around the service robot to form a 2D microphone array. To enhance the speech quality, a novel adaptive beamformer composed of a delay-and-sum beamformer, adaptive blocking filters (ABFs) and adaptive cancelling filters (ACFs) is proposed. While the adaptive generalized sidelobe canceller (AGSC) connects the ABF and the ACF in feedforward, the proposed adaptive beamformer has them in feedback. The advantages of the proposed structure are the robustness to the steering vector errors and cross-talks and the reduced number of filter taps that gives the same speech quality compared to the AGSC with a larger number of filter taps. The experimental results show that the proposed structure is superior to the AGSC in objective and subjective evaluations. Speech recognition result shows that the proposed robust adaptive beamformer guarantees the recognition performance even in a low SNR and highly reverberant environment.
  • Keywords
    adaptive filters; array signal processing; feedback; intelligent robots; interference suppression; microphones; signal denoising; speech recognition; 2D microphone array; adaptive beamformer; adaptive blocking filters; adaptive cancelling filters; adaptive generalized sidelobe canceller; array signal processing; circular microphone array; feedback; feedforward; noise elimination; robustness; service robots; signal-to-noise ratio; speech quality; speech recognition; steering vector errors; Acoustic noise; Adaptive filters; Humans; Microphone arrays; Noise cancellation; Robustness; Service robots; Speech enhancement; Speech recognition; Working environment noise;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Robots and Systems, 2003. (IROS 2003). Proceedings. 2003 IEEE/RSJ International Conference on
  • Print_ISBN
    0-7803-7860-1
  • Type

    conf

  • DOI
    10.1109/IROS.2003.1249700
  • Filename
    1249700