• DocumentCode
    147687
  • Title

    Extraction of mangrove in Hainan Dongzhai Harbor based on CART decision tree

  • Author

    Saishuai Zhao ; Yongxue Liu ; Jie Jiang ; Wangyu Cheng ; Minxi Zhou ; Manchun Li ; Renzong Ruan

  • Author_Institution
    Jiangsu Provincial Key Lab. of Geographic Inf. Sci. & Technol., Nanjing Univ., Nanjing, China
  • fYear
    2014
  • fDate
    25-27 June 2014
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    Mangroves play an important part of coastal ecosystem. However, in recent years, many mangroves were damaged. Therefore, the monitoring of mangrove forests timely and accurately becomes of up. This paper selects the Northeast Hainan Dongzhai Harbor Mangrove Wetland as the study area, based on OLI images through the image spectral information, vegetation indices, and texture and texture auxiliary information. The CART decision tree model which analyzed the training data from the test variables and objective variables to constitute a stable Binary Tree form, and then finally extracted the mangrove. We employed maximum likelihood classification to compare the classification results using the same sample points. The results show that: the overall accuracy and Kappa from the CART were both higher than the maximum likelihood, with the total accuracy 82.06%, 9.56% higher than the latter; the Kappa 0.7713, 0.0886 higher than the latter, illustrating that the extraction of mangrove was feasible through the CART.
  • Keywords
    feature extraction; geophysical image processing; image classification; oceanographic techniques; vegetation; CART decision tree model; Northeast Hainan Dongzhai Harbor Mangrove Wetland; OLI images; coastal ecosystem; image spectral information; mangrove extraction; mangrove forest monitoring; maximum likelihood classification; stable Binary Tree form; texture auxiliary information; vegetation index; Sensors; CART(Classification And Regression Tree); Operational Land Imager (OLI); mangroves; remote sensing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Geoinformatics (GeoInformatics), 2014 22nd International Conference on
  • Conference_Location
    Kaohsiung
  • ISSN
    2161-024X
  • Type

    conf

  • DOI
    10.1109/GEOINFORMATICS.2014.6950800
  • Filename
    6950800