• DocumentCode
    1962184
  • Title

    Recognizing spoken Urdu numbers using fourier descriptor and neural networks with Matlab

  • Author

    Hasnain, S.K. ; Awan, Muhammad Samiullah

  • Author_Institution
    Pakistan Navy Eng. Coll., Nat. Univ. of Sci. & Technol., Karachi
  • fYear
    2008
  • fDate
    25-26 March 2008
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    In this paper frequency analysis of spoken Urdu numbers from dasiasifrpsila (zero) to dasianaupsila (nine) is described. Sound samples from multiple speakers were utilized to extract different features. Initial processing of data, i.e. time-slicing and normalizing and was done using a combination of Simulink and MATLAB. Afterwards, the same tools were used for calculation of Fourier descriptions and correlations. The correlation allowed comparison of the same words spoken by the same and different speakers. The analysis presented in this paper is seen as the first step in creating an Urdu speech recognition system. The speech recognition feed-forward neural network models in Matlab were developed. The models and algorithm exhibited high training and testing accuracies. Our major work involves in future use of TI6000 DSK series or linear predictive coding. Such a system can be potentially utilized in implementation of a voice-driven help setup in different systems.
  • Keywords
    Fourier analysis; feature extraction; feedforward neural nets; linear predictive coding; speech recognition; Fourier descriptor; MATLAB; Matlab; Simulink; TI6000 DSK series; Urdu numbers; Urdu speech recognition; feature extraction; linear predictive coding; speech recognition feed-forward neural network models; Data mining; Feature extraction; Feedforward systems; Frequency; Loudspeakers; MATLAB; Mathematical model; Neural networks; Speech analysis; Speech recognition; Correlation; Feature extraction; Fourier descriptors; Neural networks; Simulation; Speaker independent system; Spoken Urdu number processing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electrical Engineering, 2008. ICEE 2008. Second International Conference on
  • Conference_Location
    Lahore
  • Print_ISBN
    978-1-4244-2292-0
  • Electronic_ISBN
    978-1-4244-2293-7
  • Type

    conf

  • DOI
    10.1109/ICEE.2008.4553937
  • Filename
    4553937