• DocumentCode
    2149967
  • Title

    Design and simulation of ultrasonic denoising algorithm using wavelet transform and ICA

  • Author

    Talebhaghighi, Zahra ; Bazzazi, Farnaz ; Sadr, Ali

  • Author_Institution
    Dept. of Electr. & Comput. Eng., IAU, Qazvin, Iran
  • Volume
    1
  • fYear
    2010
  • fDate
    26-28 Feb. 2010
  • Firstpage
    739
  • Lastpage
    743
  • Abstract
    In this paper a new algorithm for signal denoising is proposed. The algorithm uses two signal processing techniques, wavelet transform and independent component analysis. The approach is based on removing the limitations of one technique by taking advantages of the other technique. In previous works, denoising process causes removing some signal components. In this work an algorithm is presented that keep all them. The performance of this method is studied on some test standard signals. In addition, as a practical application, this method is applied to ultrasonic signal denoising that widely use in nondestructive testing (NDT). The simulation results show up to 2dB improvement in SNR comparing wavelet transform.
  • Keywords
    independent component analysis; signal denoising; ultrasonic materials testing; wavelet transforms; ICA; independent component analysis; nondestructive testing; signal processing techniques; ultrasonic denoising; wavelet transform; Algorithm design and analysis; Discrete wavelet transforms; Frequency; Independent component analysis; Noise reduction; Nondestructive testing; Signal processing; Signal processing algorithms; Wavelet analysis; Wavelet transforms; NDT; Ultrasonic; WICA Independent Component Analysi; Wavelet Transform;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer and Automation Engineering (ICCAE), 2010 The 2nd International Conference on
  • Conference_Location
    Singapore
  • Print_ISBN
    978-1-4244-5585-0
  • Electronic_ISBN
    978-1-4244-5586-7
  • Type

    conf

  • DOI
    10.1109/ICCAE.2010.5451260
  • Filename
    5451260