• DocumentCode
    394332
  • Title

    Artificial bandwidth extension of speech signals using MMSE estimation based on a hidden Markov model

  • Author

    Jax, Peter ; Vary, Peter

  • Author_Institution
    Inst. of Commun. Syst. & Data Process., Aachen Univ., Germany
  • Volume
    1
  • fYear
    2003
  • fDate
    6-10 April 2003
  • Abstract
    We present an algorithm to derive 7 kHz wideband speech from narrowband "telephone speech". A statistical approach is used that is based on a hidden Markov model (HMM) of the speech production process. A new method for the estimation of the wideband spectral envelope is proposed, using nonlinear state-specific techniques to minimize a mean square error criterion. In contrast to common memoryless estimation methods, additional information from adjacent signal frames can be exploited by utilizing the HMM. A consistent advantage of the new estimation rule is obtained compared to previously published HMM-based hard or soft classification methods.
  • Keywords
    hidden Markov models; least mean squares methods; minimisation; parameter estimation; speech enhancement; statistical analysis; telephony; 7 kHz; HMM; MMSE estimation; artificial bandwidth extension; hidden Markov model; mean square error criterion; narrowband telephone speech; speech production process; speech signal bandwidth extension; statistical approach; wideband spectral envelope; Bandwidth; Data processing; Filters; Frequency estimation; Hidden Markov models; Narrowband; Speech codecs; Speech processing; Telephony; Wideband;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-7663-3
  • Type

    conf

  • DOI
    10.1109/ICASSP.2003.1198872
  • Filename
    1198872