• DocumentCode
    3015094
  • Title

    A Novel Scheme of Speech Enhancement Based on Quantum Neural Network

  • Author

    Li, Fei ; Xu, Guobiao

  • Author_Institution
    Inst. of Signal Process. & Transm., Nanjing Univ. of Posts & Telecommun., Nanjing, China
  • fYear
    2009
  • fDate
    8-9 Dec. 2009
  • Firstpage
    141
  • Lastpage
    144
  • Abstract
    Quantum neural network (QNN) gives us some advantages unattainable by classical artificial neural network. A model of quantum neuron composed of quantum gates is described. A model of quantum back propagation neural network (QBPNN) based on the quantum neuron and its training algorithm is investigated. A novel approach toward speech enhancement which adopts QBPNN is proposed. For comparison, evaluations were also done for classical NN and other methods. The experiments results show that the scheme of speech enhancement based on QBPNN has better denoising effect and robustness than the traditional methods.
  • Keywords
    backpropagation; neural nets; quantum computing; speech enhancement; QBPNN; classical artificial neural network; quantum back propagation neural network; quantum gates; quantum neuron; speech enhancement; training algorithm; Artificial neural networks; Asia; Computer networks; Electronic mail; Neural networks; Neurons; Quantum computing; Quantum mechanics; Signal processing algorithms; Speech enhancement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Interaction and Affective Computing, 2009. ASIA '09. International Asia Symposium on
  • Conference_Location
    Wuhan
  • Print_ISBN
    978-0-7695-3910-2
  • Electronic_ISBN
    978-1-4244-5406-8
  • Type

    conf

  • DOI
    10.1109/ASIA.2009.36
  • Filename
    5376023