• DocumentCode
    56958
  • Title

    Processing algorithms for three-dimensional data compression of ultrasonic radio frequency signals

  • Author

    Govindan, Pramod ; Saniie, Jafar

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Illinois Inst. of Technol., Chicago, IL, USA
  • Volume
    9
  • Issue
    3
  • fYear
    2015
  • fDate
    5 2015
  • Firstpage
    267
  • Lastpage
    276
  • Abstract
    Ultrasonic systems are widely used in imaging applications for non-destructive evaluation, quality assurance and medical diagnosis. These applications require large volumes of data to be processed, stored and/or transmitted in real-time. Therefore it is essential to compress the acquired ultrasonic radio frequency (RF) signal without inadvertently degrading desirable signal features. In this paper, two algorithms for ultrasonic signal compression are analysed based on: sub-band elimination using discrete wavelet transform; and decimation/interpolation using time-shift property of Fourier transform. Both algorithms offer high signal reconstruction quality with a peak signal-to-noise ratio (PSNR) between 36 to 39 dB for minimum 80% compression. The computational loads and signal reconstruction quality are examined in order to determine the best compression method in terms of the choice of DWT kernel, sub-band decomposition architecture and computational efficiency. Furthermore, for compressing a large amount of volumetric information, three-dimensional (3D) compression algorithms are designed by utilising the temporal and spatial correlation properties of the ultrasonic RF signals. The performance analysis indicates that the 3D compression algorithm presented in this paper offers an overall 3D compression ratio of 95% with a minimum PSNR of 27 dB.
  • Keywords
    data compression; discrete wavelet transforms; radio networks; signal reconstruction; DWT kernel; Fourier transform; PSNR; discrete wavelet transform; imaging applications; medical diagnosis; nondestructive evaluation; peak signal-to-noise ratio; processing algorithms; quality assurance; signal features; signal reconstruction quality; spatial correlation properties; temporal correlation properties; three dimensional data compression; ultrasonic radio frequency signals; ultrasonic signal compression; ultrasonic systems; volumetric information;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IET
  • Publisher
    iet
  • ISSN
    1751-9675
  • Type

    jour

  • DOI
    10.1049/iet-spr.2014.0186
  • Filename
    7103413