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DOI10.3390/rs11010062
A Hybrid GIS Multi-Criteria Decision-Making Method for Flood Susceptibility Mapping at Shangyou, China
Wang, Yi1; Hong, Haoyuan2,3,4; Chen, Wei5; Li, Shaojun6; Pamucar, Dragan7; Gigovic, Ljubomir8; Drobnjak, Sinisa9; Dieu Tien Bui10,11; Duan, Hexiang1
发表日期2019
ISSN2072-4292
卷号11期号:1
英文摘要

Floods are considered one of the most disastrous hazards all over the world and cause serious casualties and property damage. Therefore, the assessment and regionalization of flood disasters are becoming increasingly important and urgent. To predict the probability of a flood, an essential step is to map flood susceptibility. The main objective of this work is to investigate the use a novel hybrid technique by integrating multi-criteria decision analysis and geographic information system to evaluate flood susceptibility mapping (FSM), which is constructed by ensemble of decision making trial and evaluation laboratory (DEMATEL), analytic network process, weighted linear combinations (WLC) and interval rough numbers (IRN) techniques in the case study at Shangyou County, China. Specifically, we improve the DEMATEL method by applying IRN to determine connections in the network structure based on criteria and to accept imprecisions during collective decision making. The application of IRN can eliminate the necessity of additional information to define uncertain number intervals. Therefore, the quality of the existing data during collective decision making and experts' perceptions that are expressed through an aggregation matrix can be retained. In this work, eleven conditioning factors associated with flooding were considered and historical flood locations were randomly divided into the training (70% of the total) and validation (30%) sets. The flood susceptibility map validates a satisfactory consistency between the flood-susceptible areas and the spatial distribution of the previous flood events. The accuracy of the map was evaluated by using objective measures of receiver operating characteristic (ROC) curve and area under the curve (AUC). The AUC values of the proposed method coupling with the WLC fuzzy technique for aggregation and flood susceptibility index are 0.988 and 0.964, respectively, which proves that the WLC fuzzy method is more effective for FSM in the study area. The proposed method can be helpful in predicting accurate flood occurrence locations with similar geographic environments and can be effectively used for flood management and prevention.


WOS研究方向Remote Sensing
来源期刊REMOTE SENSING
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/91353
作者单位1.China Univ Geosci, Inst Geophys & Geomat, Wuhan 430074, Hubei, Peoples R China;
2.Nanjing Normal Univ, Minist Educ, Key Lab Virtual Geog Environm, Nanjing 210023, Jiangsu, Peoples R China;
3.State Key Lab Cultivat Base Geog Environm Evolut, Nanjing 210023, Jiangsu, Peoples R China;
4.Jiangsu Ctr Collaborat Innovat Geog Informat Reso, Nanjing 210023, Jiangsu, Peoples R China;
5.Xian Univ Sci & Technol, Coll Geol & Environm, Xian 710054, Shanxi, Peoples R China;
6.Chinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Hubei, Peoples R China;
7.Univ Def, Dept Logist, Belgrade 11000, Serbia;
8.Univ Def, Dept Geog, Belgrade 11000, Serbia;
9.Mil Geog Inst, Belgrade 11000, Serbia;
10.Duy Tan Univ, Inst Res & Dev, Da Nang 550000, Vietnam;
11.Univ South Eastern Norway, Dept Business & IT, Geog Informat Syst Grp, N-3800 Bo I Telemark, Norway
推荐引用方式
GB/T 7714
Wang, Yi,Hong, Haoyuan,Chen, Wei,et al. A Hybrid GIS Multi-Criteria Decision-Making Method for Flood Susceptibility Mapping at Shangyou, China[J],2019,11(1).
APA Wang, Yi.,Hong, Haoyuan.,Chen, Wei.,Li, Shaojun.,Pamucar, Dragan.,...&Duan, Hexiang.(2019).A Hybrid GIS Multi-Criteria Decision-Making Method for Flood Susceptibility Mapping at Shangyou, China.REMOTE SENSING,11(1).
MLA Wang, Yi,et al."A Hybrid GIS Multi-Criteria Decision-Making Method for Flood Susceptibility Mapping at Shangyou, China".REMOTE SENSING 11.1(2019).
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