A novel hybrid GIS-based multi-criteria decision-making approach for flood susceptibility analysis in large ungauged watersheds

被引:14
|
作者
Sahraei, Roya [1 ]
Kanani-Sadat, Yousef [1 ]
Homayouni, Saeid
Safari, Abdolreza [1 ]
Oubennaceur, Khalid [2 ]
Chokmani, Karem [2 ]
机构
[1] Univ Tehran, Coll Engn, Sch Surveying & Geospatial Engn, 40 Khosravi Ave,Fakouri St, Tehran, Iran
[2] Inst Natl Rech Sci, Ctr Eau Terre Environm, Quebec City, PQ, Canada
来源
JOURNAL OF FLOOD RISK MANAGEMENT | 2023年 / 16卷 / 02期
关键词
ANP; BWM; COPRAS; flood susceptibility; fuzzy-DEMATEL; GIS; ANALYTICAL HIERARCHY PROCESS; FREQUENCY RATIO; SELECTION; REGION; AREAS; CLASSIFICATION; PREDICTION; MANAGEMENT; MODELS; SCALE;
D O I
10.1111/jfr3.12879
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Characterizing and identification of flood-susceptible areas can be a solution to mitigate the damages and fatality rate. This study proposes a novel hybrid MCDM framework to assess flood susceptibility in large ungauged watersheds dealing with data scarcity issues. The proposed method examines the interdependencies and causal relationships between various criteria affecting the flooding procedure using the DEcision-MAking Trial and Evaluation Laboratory (DEMATEL). Moreover, since experts' opinions contain uncertainty, the fuzzy logic is integrated with DEMATEL to overcome this shortcoming. Then, the local weights of criteria were estimated using the Best-Worst Method (BWM) to enhance the pairwise comparisons process. Final criteria weights were obtained using Fuzzy DEMATEL and BWM results in Analytical Network Process (ANP) super-matrix. Finally, the criteria were distributed spatially using the Complex Proportional Assessment of Alternatives (COPRAS) method based on obtained weights. The proposed method was compared with different approaches such as Fuzzy-DEMATEL ANP, BWM, and AHP using several statistical measures. We concluded that the novel hybrid proposed method outperformed other approaches based on our results. Moreover, by overlaying classified maps with the historical flood events locations, it was concluded that 85.96% of flooded areas were classified as "high" and "very high."
引用
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页数:26
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