DEWS: A QGIS tool pack for the automatic selection of reference rain gauges for landslide-triggering rainfall thresholds

被引:13
作者
Al-Thuwaynee, Omar F. [1 ,2 ]
Melillo, Massimo [1 ]
Gariano, Stefano Luigi [1 ]
Park, Hyuck Jin [2 ]
Kim, Sang -Wan [2 ]
Lombardo, Luigi [3 ]
Hader, Paulo [4 ]
Mohajane, Meriame [5 ]
Quevedo, Renata Pacheco [6 ]
Catani, Filippo [7 ]
Aydda, Ali [8 ]
机构
[1] Italian Natl Res Council, Res Inst Geohydrol Protect IRPI, Perugia, Italy
[2] Sejong Univ, Dept Energy & Mineral Resources Engn, Seoul, South Korea
[3] Univ Twente, Dept Earth Syst Anal ESA, Enschede, Netherlands
[4] Sao Paulo State Univ UNESP, Sch Engn, Dept Civil & Environm Engn, Bauru, Brazil
[5] Italian Natl Res Council, Construct Technol Inst ITC, Polo Tecnol San Giovanni Teduccio, I-80146 Naples, Italy
[6] Natl Inst Space Res, Earth Observat & Geoinformat Div, Sao Jose Dos Campos, Brazil
[7] Univ Padua, Dept Geosci, Padua, Italy
[8] Univ Ibn Zohr Agadir, Dept Geol, Agadir, Morocco
基金
新加坡国家研究基金会;
关键词
QGIS; LEWS; Rainfall threshold; Landslide; South Korea;
D O I
10.1016/j.envsoft.2023.105657
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Several studies on empirical rainfall thresholds for landslide occurrence depend on the measurements of nearest rain gauges to the landslides, without taking in consideration the morphological and hydrological settings of the areas. Therefore, we introduce the DEWS (Distance, Elevation, Watershed, and Slope unit) QGIS software tool, for selecting representative rain gauges, a relevant step in the definition of empirical rainfall threshold models. DEWS set with default parameter values for non-expert users. DEWS employs four filters: Distance, Elevation, Watershed, Slope unit, and requires only three data inputs (digital elevation model, landslides inventory, rain gauge locations). Reliability was tested using 223 landslides and 328 rain gauges with the CTRL-T (Calculation of Thresholds for Rainfall-induced Landslides) tool applied in South Korea. Consequently, the amount of rain gauges used was optimized and reduced by 33% using DEWS from using CTRL-T alone, while the shape of the threshold curve and uncertainty values were maintained.
引用
收藏
页数:14
相关论文
共 45 条
[1]   A warning system for rainfall-induced shallow failures [J].
Aleotti, P .
ENGINEERING GEOLOGY, 2004, 73 (3-4) :247-265
[2]   Uncertainty Reduction of Unlabeled Features in Landslide Inventory Using Machine Learning t-SNE Clustering and Data Mining Apriori Association Rule Algorithms [J].
Althuwaynee, Omar F. ;
Aydda, Ali ;
Hwang, In-Tak ;
Lee, Yoon-Kyung ;
Kim, Sang-Wan ;
Park, Hyuck-Jin ;
Lee, Moon-Se ;
Park, Yura .
APPLIED SCIENCES-BASEL, 2021, 11 (02) :1-17
[3]   Threshold contour production of rainfall intensity that induces landslides in susceptible regions of northern Turkey [J].
Althuwaynee, Omar F. ;
Asikoglu, Omer ;
Eris, Ebru .
LANDSLIDES, 2018, 15 (08) :1541-1560
[4]   Estimation of rainfall threshold and its use in landslide hazard mapping of Kuala Lumpur metropolitan and surrounding areas [J].
Althuwaynee, Omar F. ;
Pradhan, Biswajeet ;
Ahmad, Noordin .
LANDSLIDES, 2015, 12 (05) :861-875
[5]   Accounting for covariate distributions in slope-unit-based landslide susceptibility models. A case study in the alpine environment [J].
Amato, Gabriele ;
Eisank, Clemens ;
Castro-Camilo, Daniela ;
Lombardo, Luigi .
ENGINEERING GEOLOGY, 2019, 260
[6]  
[Anonymous], About Us
[7]   Implications of terrain resolution on modeling rainfall-triggered landslides using a TIN- based model [J].
Arnone, E. ;
Francipane, A. ;
Dialynas, Y. G. ;
Noto, L., V ;
Bras, R. L. .
ENVIRONMENTAL MODELLING & SOFTWARE, 2021, 141
[8]   Landslide susceptibility mapping with r.landslide: A free open-source GIS-integrated tool based on Artificial Neural Networks [J].
Bragagnolo, L. ;
da Silva, R. V. ;
Grzybowski, J. M. V. .
ENVIRONMENTAL MODELLING & SOFTWARE, 2020, 123
[9]   Satellite rainfall products outperform ground observations for landslide prediction in India [J].
Brunetti, Maria Teresa ;
Melillo, Massimo ;
Gariano, Stefano Luigi ;
Ciabatta, Luca ;
Brocca, Luca ;
Amarnath, Giriraj ;
Peruccacci, Silvia .
HYDROLOGY AND EARTH SYSTEM SCIENCES, 2021, 25 (06) :3267-3279
[10]  
김원영, 2009, [The journal of Engineering Geology, 지질공학], V19, P331