Development of a region-partitioning method for debris flow susceptibility mapping

被引:0
作者
Shuang-shuang Qiao
Sheng-wu Qin
Jing-bo Sun
Wen-chao Che
Jing-yu Yao
Gang Su
Yang Chen
Uzodigwe Emmanuel Nnanwuba
机构
[1] Jilin University,College of Construction Engineering
来源
Journal of Mountain Science | 2021年 / 18卷
关键词
Debris flow susceptibility; Region-partitioning method; Multiple conditioning factor systems; Watershed units; Topographic characteristics; Yongji county;
D O I
暂无
中图分类号
学科分类号
摘要
Debris flow susceptibility mapping (DFSM) has been reported in many studies, however, the irrational use of the same conditioning factor system for DFSM in regional-scale has not been thoroughly resolved. In this paper, a region-partitioning method that is based on the topographic characteristics of watershed units was developed with the objective of establishing multiple conditioning factor systems for regional-scale DFSM. First, watershed units were selected as the mapping units and created throughout the entire research area. Four topographical factors, namely, elevation, slope, aspect and relative height difference, were selected as the basis for clustering watershed units. The k-means clustering analysis was used to cluster the watershed units according to their topographic characteristics to partition the study area into several parts. Then, the information gain ratio method was used to filter out superfluous factors to establish conditioning factor systems in each region for the subsequent debris flow susceptibility modeling. Last, a debris flow susceptibility map of the whole study area was acquired by merging the maps from all parts. DFSM of Yongji County in Jilin Province, China was selected as a case study, and the analytical hierarchy process method was used to conduct a comparative analysis to evaluate the performance of the region-partitioning method. The area under curve (AUC) values showed that the partitioning of the study area into two parts improved the prediction rate from 0.812 to 0.916. The results demonstrate that the region-partitioning method on the basis of topographic characteristics of watershed units can realize more reasonable regional-scale DFSM. Hence, the developed region-partitioning method can be used as a guide for regional-scale DFSM to mitigate the imminent debris flow risk.
引用
收藏
页码:1177 / 1191
页数:14
相关论文
共 195 条
[1]  
Alvioli M(2016)Automatic delineation of geomorphological slope units with r.slopeunits v1.0 and their optimization for landslide susceptibility modeling Geosci Model Dev 9 3975-3991
[2]  
Marchesini I(2019)GIS-based landslide susceptibility mapping using numerical risk factor bivariate model and its ensemble with linear multivariate regression and boosted regression tree algorithms J Mt Sci 16 595-618
[3]  
Reichenbach P(2018)Landslide inventory and susceptibility modelling using geospatial tools, in Hunza-Nagar valley, northern Pakistan J Mt Sci 15 1354-1370
[4]  
Arabameri A(2001)A dynamic TOPMODEL Hydrol Process 15 1993-2011
[5]  
Pradhan B(2016)Debris flow susceptibility mapping using a qualitative heuristic method and Flow-R along the Yukon Alaska Highway Corridor, Canada Nat Hazards Earth Syst Sci 16 449-462
[6]  
Rezaei K(2015)Debris-flow susceptibility assessment at regional scale: Validation on an alpine environment Landslides 12 437-454
[7]  
Bacha AS(2017)GIS tools for preliminary debris-flow assessment at regional scale J Mt Sci 14 2498-2510
[8]  
Shafique M(2006)Engineering geology maps: landslides and geographical information systems Bull Eng Geol Environ 65 341-411
[9]  
van der Werff H(2014)Debris flow susceptibility assessment using a probabilistic approach: A case study in the Longchi area, Sichuan province, China J Mt Sci 11 1001-1014
[10]  
Beven K(2006)Application of back-propagation networks in debris flow prediction Eng Geol 85 270-280