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Landslide Susceptibility Mapping Using Weighted Linear Combination: A Case of Gucheng Town in Ningxia, China
被引:3
作者:
Li, Huan
[1
]
Mao, Zhengjun
[2
]
Sun, Jiewen
[1
]
Zhong, Jiaxin
[3
]
Shi, Shuojie
[2
]
机构:
[1] Remote Sensing Ctr Ningxia Hui Autonomous Reg, Inst Remote Sensing & Mapping, Yinchuan 750021, Ningxia Hui, Peoples R China
[2] Xian Univ Sci & Technol, Coll Geol & Environm, Xian 710054, Peoples R China
[3] Ningxia Hui Autonomous Reg Inst Survey & Monitorin, Yinchuan 750021, Peoples R China
关键词:
Landslides;
Susceptibility assessment;
Weighted linear combination (WLC);
Frequency ratio (FR);
Triangular fuzzy number-analytic hierarchy process (TFN-AHP);
Random forest (RF);
NIIGATA PREFECTURE;
SLOPE UNIT;
HAZARD;
GIS;
FOREST;
COUNTY;
REGRESSION;
DISTRICT;
MACHINE;
MODEL;
D O I:
10.1007/s10706-022-02333-0
中图分类号:
P5 [地质学];
学科分类号:
0709 ;
081803 ;
摘要:
The main purpose of this study was to compare and evaluate the applicability of two weighted linear combination methods (WLC) in landslide susceptibility assessment, with Gucheng town of Ningxia province in China taken as the study area. Subsequently, through the study of geological environment characteristics, landslide development and landslide formation mechanism in loess region, divided the slope unit, using TFN-AHP and FR, and RF and FR weighted linear combination methods (WLC) to assess landslide susceptibility. Furthermore, the zoning map of landslide susceptibility assessment was drawn taking into account 11 landslide influencing factors which include elevation, slope, aspect, plan curvature, profile curvature, lithology, rainfall, NDVI, groundwater, land use and distance to river. Meanwhile, this study particularly used WLC to combine the weight of the two models, and Receiver Operating Characteristic (ROC) was used to verify the success rate. The AUC results of TFN-AHP and FR, and RF and FR weighted linear grouping methods were 0.777 and 0.749, respectively. It was then concluded thus, that TFN-AHP and FR, and RF and FR weight linear combination methods could be used in landslide susceptibility assessment research, but different geological environment conditions and assessment units may have a great impact on the research results. RF and FR weighted linear combination method also proved to be inferior to TFN-AHP and FR weighted linear combination method, which may be due to the small number of landslides. Moreover, there is urgent need for further exploration in research areas similar to WLC method, as it certainly holds a significant reference value.
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页码:1247 / 1273
页数:27
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