• DocumentCode
    557046
  • Title

    Multi-feature based landmine identification using ground penetrating radar

  • Author

    Jang, Gyubin ; Kim, Kangwook ; Ko, Kwang Hee

  • Author_Institution
    Sch. of Mechatron., Gwangju Inst. of Sci. & Technol., Gwangju, South Korea
  • fYear
    2011
  • fDate
    26-30 Sept. 2011
  • Firstpage
    1
  • Lastpage
    3
  • Abstract
    In this paper a method is presented to identify landmines in various burial conditions through features obtained from two analytic methods, PCA and DFT. A GPR data set is processed to obtain landmine data. For this process, signal regulation, average filtering and the ground effect reduction are performed. After the landmine data is obtained, PCA and DFT are applied for extracting features of each landmine. A database is then constructed based on landmine features for different levels of moisture and types of ground, and burial depths of the landmines. Using the database, identification is performed by comparing features against the database. For the identification, a counting method is used. If the features of an input GPR data match those of a landmine stored in the database, the counting value for that landmine is increased. The landmine with the largest counting value is given as the identified landmine. Four landmines are considered buried at different depths in various ground conditions. Examples show that the proposed method is capable of landmines efficiently.
  • Keywords
    discrete Fourier transforms; feature extraction; filtering theory; ground penetrating radar; landmine detection; principal component analysis; radar detection; DFT; GPR data set; PCA; average-filtering; burial conditions; burial depths; feature extraction; feature matching; ground effect reduction; ground penetrating radar; ground types; moisture levels; multifeature-based landmine identification; signal regulation; Databases; Discrete Fourier transforms; Feature extraction; Ground penetrating radar; Landmine detection; Moisture; Principal component analysis; Counting value; DFT; GPR; Landmine identification; PCA;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Synthetic Aperture Radar (APSAR), 2011 3rd International Asia-Pacific Conference on
  • Conference_Location
    Seoul
  • Print_ISBN
    978-1-4577-1351-4
  • Type

    conf

  • Filename
    6087102