Applicability of R Statistics in Analyzing Landslides Spatial Patterns in Northern Turkey

被引:0
|
作者
Althuwaynee, Omar F. [1 ]
Musakwa, Walter [1 ]
Gumbo, Trynos [1 ]
Reis, Selcuk [2 ]
机构
[1] Univ Johannesburg, Dept Town & Reg Planning, Johannesburg, South Africa
[2] Aksaray Univ, Dept Geomat Engn, Aksaray, Turkey
关键词
landslides; spatial pattern; G-f functions; Ripley'S K-function; Moran's I; Turkey; POINT; GIS;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Statistical analysis of rainfall-triggered landslides inventory patterns is a key for landslide hazard and risk prediction analysis of susceptible areas. The main objective of the study is to test if the landslides locations are spatially auto correlated, that could either be clustered (spatial attraction), dispersed or randomly distributed (spatially independent). Two categories of spatial distance functions were applied, first using, first-order distance analysis using Quadrat Counts function and kernel density analysis. The second category used second order distance analysis includes Diggle's empty space F-function and nearest neighbor distance G-function, and also, more sophisticated Ripley's K-function, which evaluates the distribution of all neighbor distances within the space taking into consideration the edge correction effect. Based on the generated curves by the G, F and K functions, we observed that landslides locations clearly tend to be clustered in certain areas rather than randomly distributed. Eventually, Moran's I autocorrelation function used to find where the highest amount of landslides are clustered using four conditioning factors (Elevation, Slope, Land-cover, and Geology). This study tests the landslides distribution pattern in landslide prone area of Trabzon city, northern turkey. The current study aims to facilitate the integration of spatial data and the coding in R environment through using the R extensive research tools and libraries.
引用
收藏
页码:221 / 225
页数:5
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