DEM-Based Approaches for the Delineation of Flood-Prone Areas in an Ungauged Basin in Africa

被引:58
作者
Samela, Caterina [1 ]
Manfreda, Salvatore [1 ]
De Paola, Francesco [2 ]
Giugni, Maurizio [2 ]
Sole, Aurelia [1 ]
Fiorentino, Mauro [1 ]
机构
[1] Univ Basilicata, Viale Ateneo Lucano 10, I-85100 Potenza, Italy
[2] Univ Naples Federico II, Via Claudio 21, I-80138 Naples, Italy
关键词
Flood hazard; Digital elevation models (DEMs); Basin morphology; Linear classifiers; Bulbula River; Ethiopia; CLASSIFIERS; DRAINAGE; RISK;
D O I
10.1061/(ASCE)HE.1943-5584.0001272
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
In the present work, the flood hazard exposure in an ungauged basin in Africa is assessed exploiting the basin morphological characteristics. Flood-prone areas are identified using linear binary classifiers based on several geomorphic descriptors extracted from digital elevation models (DEMs). The classifiers are calibrated individually and evaluated by comparing their outputs with a flood inundation map obtained by two-dimensional (2D) hydraulic simulations and using receiver operating characteristics (ROC) curves as performance measures. The best-performing descriptors for the subcatchment of the Bulbula River, near the city of Addis Ababa (Ethiopia), are the elevation difference, H between the location under exam and the nearest drainage network, and the composite index ln [h(r)/ H] that compares an estimate of the water level in the nearest point of the river network to the difference in elevation between the point under exam and the river. These simple procedures allow extending the flood delineation derived with the hydraulic model over the entire river basin. The study highlights the potential for the detection of flood-prone areas over ungauged basins and large areas. (C) 2015 American Society of Civil Engineers.
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页数:10
相关论文
共 40 条
[21]  
JONES JL, 2002, 024251 US GEOL SURV
[22]  
Kirkby M.J., 1975, PROCESS PHYS HUMAN G, P69
[23]  
Lehner B., 2006, HydroSHEDS Technical Documentation, P1
[24]  
Manfreda S., 2014, VULNERABILITY UNCERT
[25]  
Manfreda S., 2015, NAT HAZARDS, P1
[26]   Investigation on the use of geomorphic approaches for the delineation of flood prone areas [J].
Manfreda, Salvatore ;
Nardi, Fernando ;
Samela, Caterina ;
Grimaldi, Salvatore ;
Taramasso, Angela Celeste ;
Roth, Giorgio ;
Sole, Aurelia .
JOURNAL OF HYDROLOGY, 2014, 517 :863-876
[27]   Detection of Flood-Prone Areas Using Digital Elevation Models [J].
Manfreda, Salvatore ;
Di Leo, Margherita ;
Sole, Aurelia .
JOURNAL OF HYDROLOGIC ENGINEERING, 2011, 16 (10) :781-790
[28]   Increasing risk of great floods in a changing climate [J].
Milly, PCD ;
Wetherald, RT ;
Dunne, KA ;
Delworth, TL .
NATURE, 2002, 415 (6871) :514-517
[29]   Investigating a floodplain scaling relation using a hydrogeomorphic delineation method [J].
Nardi, Fernando ;
Vivoni, Enrique R. ;
Grimaldi, Salvatore .
WATER RESOURCES RESEARCH, 2006, 42 (09)
[30]  
Natural Resources Conservation Service (NRCS), 1997, AGR HDB, V590