Landslide susceptibility zonation in part of Tehri reservoir region using frequency ratio, fuzzy logic and GIS

被引:0
|
作者
Rohan Kumar
R Anbalagan
机构
[1] Indian Institute of Technology,Department of Earth Sciences
来源
关键词
Fuzzy logic; landslide susceptibility; frequency ratio;
D O I
暂无
中图分类号
学科分类号
摘要
A comprehensive study for the identification of landslide susceptible zones using landslide frequency ratio and fuzzy logic in GIS environment is presented for Tehri reservoir rim region (Uttarakhand, India). Temporal remote sensing data was used to prepare important landslide causative factor layers and landslide inventory. Primary and secondary topographic attributes namely slope, aspect, relative relief, profile curvature, topographic wetness index, and stream power index, were derived from digital elevation model. Landslide frequency ratio technique was adopted to correlate factors with landslides. Further, fuzzy logic method was applied for the integration of factors (causative factor) to map landslide susceptible zones. Normalized landslide frequency ratio value was used for the fuzzy membership function and different fuzzy operators were considered for the preparation of landslide susceptibility/hazard index map. The factors considered in this study were found to be carrying a wide range of information. Accordingly, a methodology was evolved to integrate the factors using combined fuzzy gamma and fuzzy OR operation. Fuzzy gamma integration was performed for six different gamma values (range: 0–1). Gamma value of 0.95 was selected for the preparation of final susceptibility map. Landslide susceptibility index map was divided into the following five hazard zones – very low, low, moderate, high, and very high – on the basis of natural break classification. Validation of the model was performed by using cumulative percentage curve technique. Area under curve value of cumulative percentage curve of proposed landslide susceptibility map (gamma = 0.95) was found to be 0.834 and it can be said that 83.4% accuracy was achieved by applying combined fuzzy logic and landslide frequency ratio method.
引用
收藏
页码:431 / 448
页数:17
相关论文
共 50 条
  • [21] Landslide susceptibility mapping of a catchment area using frequency ratio, fuzzy logic and multivariate logistic regression approaches
    B. Pradhan
    Journal of the Indian Society of Remote Sensing, 2010, 38 : 301 - 320
  • [22] Landslide susceptibility assessment using fuzzy logic
    Wang, Zhiwang
    Li, Duanyou
    Cheng, Qiuming
    LANDSLIDES AND ENGINEERED SLOPES: FROM THE PAST TO THE FUTURE, VOLS 1 AND 2, 2008, : 1985 - +
  • [23] Vulnerability of highways to landslide using landslide susceptibility zonation in GIS: Mandi district, India
    Jallayu, Prince Tailey
    Sharma, Abhishek
    Singh, Kanwarpreet
    INNOVATIVE INFRASTRUCTURE SOLUTIONS, 2024, 9 (09)
  • [24] Landslide Susceptibility Zonation of Idukki District Using GIS in the Aftermath of 2018 Kerala Floods and Landslides: a Comparison of AHP and Frequency Ratio Methods
    Thomas, Anjana V.
    Saha, Sunil
    Danumah, Jean Homian
    Raveendran, S.
    Prasad, Megha K.
    Ajin, R. S.
    Kuriakose, Sekhar L.
    JOURNAL OF GEOVISUALIZATION AND SPATIAL ANALYSIS, 2021, 5 (02)
  • [25] Landslide Susceptibility Zonation of Idukki District Using GIS in the Aftermath of 2018 Kerala Floods and Landslides: a Comparison of AHP and Frequency Ratio Methods
    Anjana V. Thomas
    Sunil Saha
    Jean Homian Danumah
    S. Raveendran
    Megha K. Prasad
    R. S. Ajin
    Sekhar L. Kuriakose
    Journal of Geovisualization and Spatial Analysis, 2021, 5
  • [26] Landslide susceptibility mapping of the Tehri reservoir rim area using the weights of evidence method
    Rohan Kumar
    R Anbalagan
    Journal of Earth System Science, 2019, 128
  • [27] Landslide susceptibility zonation using GIS and evidential belief function model
    Yanli Wu
    Yutian Ke
    Arabian Journal of Geosciences, 2016, 9
  • [28] Landslide susceptibility zonation using GIS and evidential belief function model
    Wu, Yanli
    Ke, Yutian
    ARABIAN JOURNAL OF GEOSCIENCES, 2016, 9 (17)
  • [29] Remote sensing and GIS-based landslide susceptibility mapping using frequency ratio, logistic regression, and fuzzy logic methods at the central Zab basin, Iran
    Institute of Geospatial Science and Technology , Universiti Teknologi Malaysia , Skudai, Johor Bahru
    81310, Malaysia
    不详
    Environ. Earth Sci., 12 (8647-8668):
  • [30] Remote sensing and GIS-based landslide susceptibility mapping using frequency ratio, logistic regression, and fuzzy logic methods at the central Zab basin, Iran
    Himan Shahabi
    Mazlan Hashim
    Baharin Bin Ahmad
    Environmental Earth Sciences, 2015, 73 : 8647 - 8668