• DocumentCode
    2402350
  • Title

    Landslide hazard mapping of Penang island using probabilistic methods and logistic regression

  • Author

    Lim Khai-Wern ; Tay Lea Tien ; Lateh, Habibah

  • Author_Institution
    Sch. of Electr. & Electron. Eng., Univ. Sains Malaysia, Nibong Tebal, Malaysia
  • fYear
    2011
  • fDate
    17-18 May 2011
  • Firstpage
    273
  • Lastpage
    278
  • Abstract
    This paper summarizes landslide hazard mapping of Penang Island, Malaysia using probabilistic methods and logistic regression. Probabilistic methods such as frequency ratio, statistical index, certainty factor and landslide susceptibility analysis, and logistic regression were applied to produce landslide hazard maps. Correlations were used to determine effects and contributions of landslide-causative factor to landslide. Factors that show low correlations or proven to negatively contribute to the final results were ejected. Final results show logistic regression as the best method to predict landslide occurrences in Penang Island with an accuracy of 80.05%, followed by frequency ratio with 79.68%, landslide susceptibility analysis with 79.6%, statistical index with 79.38% and certainty factor with 79.37%.
  • Keywords
    geomorphology; hazards; probability; regression analysis; Malaysia; Penang Island; certainty factor; frequency ratio; landslide hazard mapping; landslide susceptibility analysis; landslide-causative factor; logistic regression method; probabilistic method; statistical index; Accuracy; Correlation; Hazards; Indexes; Predictive models; Probabilistic logic; Terrain factors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Imaging Systems and Techniques (IST), 2011 IEEE International Conference on
  • Conference_Location
    Penang
  • Print_ISBN
    978-1-61284-894-5
  • Type

    conf

  • DOI
    10.1109/IST.2011.5962174
  • Filename
    5962174