• DocumentCode
    1630786
  • Title

    Application of modified subspace pursuit on guided wave NDT signal processing based on improved evolutionary algorithm

  • Author

    Li, Tongqiao ; Xu, Haicheng

  • Author_Institution
    Naval Mil. Affairs Delegate Office of Harbin Steamer Corp., Harbin, China
  • Volume
    1
  • fYear
    2012
  • Firstpage
    142
  • Lastpage
    146
  • Abstract
    A kind of novel subspace pursuit method is proposed and applied to guided wave NDT signal decomposition and recognition to reduce the complexity of subspace pursuit. Modified differential evolution algorithm (MDEA) is applied to the modified subspace pursuit (MSP) by choosing chirplet function as match atoms. A steel pipe with hole and notch is detected by guided wave and the measured signal is decomposed and reconstructed by MSP. The matching result is compared to the matching result from OMP with evolutionary programming using mutations based on the t probability distribution (tEP). The defect echo can be identified easily from the matched signal. The matched parameters get by MSP and OMP are compared and analyzed. The defect locations are more exactly get from MSP than from OMP.
  • Keywords
    acoustic signal detection; acoustic waveguides; evolutionary computation; pipes; signal reconstruction; singular value decomposition; statistical distributions; ultrasonic materials testing; MDEA; MSP; OMP; chirplet function; guided wave NDT signal processing; matched parameter; modified differential evolution algorithm; modified subspace pursuit method; probability distribution; signal decomposition; signal recognition; signal reconstruction; steel pipe; Algorithm design and analysis; Chirp; Inspection; Matching pursuit algorithms; Reflection; Steel; Guided wave; improved evolutionary algorithm; modified subspace pursuit; orthogonal matching pursuit; signal processing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Instrumentation & Measurement, Sensor Network and Automation (IMSNA), 2012 International Symposium on
  • Conference_Location
    Sanya
  • Print_ISBN
    978-1-4673-2465-6
  • Type

    conf

  • DOI
    10.1109/MSNA.2012.6324533
  • Filename
    6324533