A GIS-based comparative evaluation of analytical hierarchy process and frequency ratio models for landslide susceptibility mapping

被引:66
|
作者
Wang, Qiqing [1 ]
Li, Wenping [1 ]
机构
[1] China Univ Min & Technol, Sch Resources & Geosci, Xuzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
Landslide susceptibility; frequency ratio (FR); analytical hierarchy process (AHP); GIS; China; SUPPORT VECTOR MACHINE; LOGISTIC-REGRESSION; CERTAINTY FACTOR; NEURAL-NETWORK; PROCESS AHP; DECISION-TREE; AREA; FUZZY; MULTIVARIATE; WEIGHTS;
D O I
10.1080/02723646.2017.1294522
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The purpose of this study is to assess the susceptibility of landslides in Wen County, China, using both analytical hierarchy process (AHP) and frequency ratio (FR) models. For this, a total of 529 landslides were identified and randomly split into two groups. The modeling group, which represented approximately 70% of the total landslides, was used as a training set to construct the susceptibility maps. The remaining 30% were used for validation purpose. Eight layers of landslide-related factors were prepared, including slope angle, altitude, distance to rivers, distance to roads, distance to faults, rainfall, lithology, and normalized difference vegetation index. Subsequently, landslide susceptibility maps were produced using the models. For verification, an area under curvature (AUC) and the seed cell area index (SCAI) assessments were applied. The AUC plot estimation results showed that the success rates of the AHP and FR models were 83.55 and 88.42% and the prediction rates were 83.43 and 86.62%, respectively. According to the validation results of the AUC and SCAI evaluations, the map obtained from the FR model is more accurate than that from the AHP model. These landslide susceptibility maps can be used for optimum management by decision makers and land-use planners.
引用
收藏
页码:318 / 337
页数:20
相关论文
共 50 条
  • [1] GIS-based Landslide Susceptibility Mapping Using Analytical Hierarchy Process in Wenchuan
    Gou, Changjiang
    Liu, Rui
    Feng, Ce
    2013 21ST INTERNATIONAL CONFERENCE ON GEOINFORMATICS (GEOINFORMATICS), 2013,
  • [2] A GIS-based comparative study of frequency ratio, analytical hierarchy process, bivariate statistics and logistics regression methods for landslide susceptibility mapping in Trabzon, NE Turkey
    Yalcin, A.
    Reis, S.
    Aydinoglu, A. C.
    Yomralioglu, T.
    CATENA, 2011, 85 (03) : 274 - 287
  • [3] Landslide susceptibility mapping using the analytical hierarchy process and GIS
    Semlali, I
    Ouadif, L.
    Bahi, L.
    CURRENT SCIENCE, 2019, 116 (05): : 773 - 779
  • [4] A GIS-based comparative study of the analytic hierarchy process, bivariate statistics and frequency ratio methods for landslide susceptibility mapping in part of the Tehran metropolis, Iran
    Moradi, Samad
    Rezaei, Mohsen
    GEOPERSIA, 2014, 4 (01): : 45 - 61
  • [5] A GIS-based comparative study of frequency ratio, statistical index and weights-of-evidence models in landslide susceptibility mapping
    Wei Chen
    Huichan Chai
    Xueyang Sun
    Qiqing Wang
    Xiao Ding
    Haoyuan Hong
    Arabian Journal of Geosciences, 2016, 9
  • [6] A GIS-based comparative study of frequency ratio, statistical index and weights-of-evidence models in landslide susceptibility mapping
    Chen, Wei
    Chai, Huichan
    Sun, Xueyang
    Wang, Qiqing
    Ding, Xiao
    Hong, Haoyuan
    ARABIAN JOURNAL OF GEOSCIENCES, 2016, 9 (03)
  • [7] Remote sensing and GIS-based landslide susceptibility mapping using frequency ratio and analytical hierarchy methods in Rize province (NE Turkey)
    Reis, S.
    Yalcin, A.
    Atasoy, M.
    Nisanci, R.
    Bayrak, T.
    Erduran, M.
    Sancar, C.
    Ekercin, S.
    ENVIRONMENTAL EARTH SCIENCES, 2012, 66 (07) : 2063 - 2073
  • [8] Remote sensing and GIS-based landslide susceptibility mapping using frequency ratio and analytical hierarchy methods in Rize province (NE Turkey)
    S. Reis
    A. Yalcin
    M. Atasoy
    R. Nisanci
    T. Bayrak
    M. Erduran
    C. Sancar
    S. Ekercin
    Environmental Earth Sciences, 2012, 66 : 2063 - 2073
  • [9] A comparative assessment of information value, frequency ratio and analytical hierarchy process models for landslide susceptibility mapping of a Himalayan watershed, India
    Swati Sharma
    A. K. Mahajan
    Bulletin of Engineering Geology and the Environment, 2019, 78 : 2431 - 2448
  • [10] A comparative assessment of information value, frequency ratio and analytical hierarchy process models for landslide susceptibility mapping of a Himalayan watershed, India
    Sharma, Swati
    Mahajan, A. K.
    BULLETIN OF ENGINEERING GEOLOGY AND THE ENVIRONMENT, 2019, 78 (04) : 2431 - 2448