Geomorphic flood hazard mapping: from floodplain delineation to flood hazard characterization

被引:1
|
作者
Magnini, Andrea [1 ,7 ]
Lombardi, Michele [2 ]
Bujari, Armir [2 ]
Mattivi, Pietro [1 ]
Shustikova, Iuliia [1 ,3 ]
Persiano, Simone [1 ,4 ]
Patella, Marco [2 ]
Bitelli, Gabriele [1 ]
Bellavista, Paolo [2 ]
Lo Conti, Francesco [5 ]
Tirri, Antonio [5 ]
Bagli, Stefano [6 ]
Mazzoli, Paolo [6 ]
Castellarin, Attilio [1 ]
机构
[1] Univ Bologna, Dept Civil Chem Environm & Mat Engn DICAM, Bologna, Italy
[2] Univ Bologna, Dept Comp Sci & Engn DISI, Bologna, Italy
[3] WTW, Strateg Risk Consulting, London, England
[4] Unipolsai Assicurazioni Spa, Catastrophe Risk Modeling & Mitigat, Bologna, Italy
[5] Unipol Grp, Leitha, Milan, Italy
[6] Geog Environm Consulting, Gecosistema Srl, Cesena, Italy
[7] Univ Bologna, Dept Civil Chem Environm & Mat Engn DICAM, Via Aurelio Saffi, I-40131 Bologna, Italy
关键词
geomorphic index; DEM; remote sensing; inundation scenario; machine learning; Italy; ASTER GDEM; VERSION; 3; MODEL; RISK; ACCURACY; DEM; SUSCEPTIBILITY; CLASSIFIERS; LIMITATIONS; RESOLUTION;
D O I
10.1080/02626667.2023.2269909
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
Recent studies show how geomorphic descriptors, retrieved from digital elevation models (DEMs), can be used for flood hazard mapping. As they strictly depend on the accuracy of the input DEMs and reference flood hazard maps used for training, DEM-based flood hazard models may display severe inconsistencies. Our study shows the application of two advanced DEM-based models to a large study area, and presents two main innovative points. First, the delicate tasks of appropriately selecting the input DEM and flood hazard map are specifically addressed with newly defined methods. Second, the ability of DEM-based models to exploit their natural features to enhance flood hazard mapping over the study region is investigated. Our results show (a) the benefits of considering multiple geomorphic descriptors, (b) the potential of DEM-based models for completing the information of imperfect reference flood hazard maps, and (c) the advantages of continuous representation of hazard over binary flood maps.
引用
收藏
页码:2388 / 2403
页数:16
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