• DocumentCode
    3090469
  • Title

    Speech Recognition of Isolated Malayalam Words Using Wavelet Features and Artificial Neural Network

  • Author

    Krishnan, V.R.V. ; Jayakumar, Athulya ; Anto, P.B.

  • Author_Institution
    Kannur Univ., Kannur
  • fYear
    2008
  • fDate
    23-25 Jan. 2008
  • Firstpage
    240
  • Lastpage
    243
  • Abstract
    This paper deals a novel speech feature extraction technique based on wavelet. We have employed daubechies 4 type of wavelet for feature extraction. Artificial neural network technique (ANN) is used for classification and recognition purpose. We have used five Malayalam (one of the South Indian languages) words for the experiment. One hundred and sixty samples are collected, categorized labeled and stored in a database. The feature vector is produced for all words and formed a training set for classification and recognition purpose. A sequence of decomposition levels are carried out to achieve a good feature vector. A feature vector of element size twelve is collected for all words at the eighth level of decomposition. A graph is also prepared for the comparison of the signal at each decomposition level. From that graph we can understand the physical changes that are occurred during the decomposition. By using this method we have achieved a recognition rate of 89%.
  • Keywords
    feature extraction; graph theory; learning (artificial intelligence); natural language processing; neural nets; signal classification; speech recognition; wavelet transforms; Malayalam words; artificial neural network; daubechies 4 type wavelet; decomposition level; feature extraction; graph theory; speech classification; speech recognition; training set; Artificial neural networks; Automatic speech recognition; Discrete wavelet transforms; Electronic equipment testing; Feature extraction; Frequency; Information science; Isolation technology; Spatial databases; Speech recognition; artificial nueral network; classifier; daubechies; decomposition; discrete wavelet;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electronic Design, Test and Applications, 2008. DELTA 2008. 4th IEEE International Symposium on
  • Conference_Location
    Hong Kong
  • Print_ISBN
    978-0-7695-3110-6
  • Type

    conf

  • DOI
    10.1109/DELTA.2008.88
  • Filename
    4459548