• DocumentCode
    2676993
  • Title

    Feature extraction of underwater low-velocity targets based on 1 1 over 2-spectrum

  • Author

    Yongsheng Yan ; Wang, Haiyan ; Shen, Xiaohong

  • Author_Institution
    Coll. of Marine Eng., Northwestern Polytech. Univ., Xi´´an, China
  • Volume
    6
  • fYear
    2010
  • fDate
    24-26 Aug. 2010
  • Firstpage
    240
  • Lastpage
    243
  • Abstract
    The feature extraction and target recognition of low-velocity targets near the port is difficult in signal processing. After the spectral characteristics of low-velocity targets are analyzed, the paper uses 1(1/2)-spectrum as the method of feature extraction. The advantages are as follow. 1(1/2)-spectrum can suppress the Gaussian white noise. It can enhance weak fundamental frequency components of harmonic signal and extract quadratic phase coupling components. In view of the advantages mentioned above, the paper applies 1(1/2)-spectrum based on higher order statistics to the feature extraction of low-velocity targets for the first time. A 20-dimensional feature vector is extracted by using 1(1/2)-spectrum sub-band energy method. High and low velocity targets are classified with the use of BP neutral network. The results show that the average recognition rate is more than 85%. It is concluded that the method of 1(1/2)-spectrum is effective to distinguish high-velocity targets with low-velocity ones.
  • Keywords
    Gaussian noise; backpropagation; feature extraction; neural nets; object detection; signal classification; sonar; statistical analysis; white noise; 20-dimensional feature vector; BP neutral network; Gaussian white noise; feature extraction; higher order statistics; quadratic phase coupling components; recognition rate; signal processing; spectrum sub band energy method; target recognition; underwater low velocity target; weak fundamental frequency components; Noise; 1 1 over 2-spectrum; BP neutral network; higher order statistics; low-velocity targets recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer, Mechatronics, Control and Electronic Engineering (CMCE), 2010 International Conference on
  • Conference_Location
    Changchun
  • Print_ISBN
    978-1-4244-7957-3
  • Type

    conf

  • DOI
    10.1109/CMCE.2010.5609863
  • Filename
    5609863