Development of a data-driven semi-distributed hydrological model for regional scale catchments prone to Mediterranean flash floods

被引:25
作者
Adamovic, M. [1 ,2 ]
Branger, F. [1 ]
Braud, I. [1 ]
Kralisch, S. [3 ]
机构
[1] UR HHLY, Irstea, Hydrol Hydraul Res Unit, Lyon, France
[2] CNRS IRD, Hydrosci Lab, Pl Eugene Bataillon, F-34095 Montpellier, France
[3] Univ Jena, Sch Chem & Earth Sci, Dept Geoinformat Hydrol & Modeling, Jena, Germany
关键词
Simple dynamical systems approach; Flash floods; Mediterranean region; Data-driven distributed hydrological model; SIMPLE DYNAMICAL-SYSTEMS; FLOW DURATION CURVES; LAND-SURFACE MODEL; SPATIAL-RESOLUTION; EMPIRICAL-ANALYSIS; PHYSICAL CONTROLS; CLASSIFICATION; RAINFALL; PREDICTION; PATTERNS;
D O I
10.1016/j.jhydrol.2016.03.032
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Flash floods represent one of the most destructive natural hazards in the Mediterranean region. These floods result from very intense and spatially heterogeneous rainfall events. Distributed hydrological models are valuable tools to study these phenomena and increase our knowledge on the main processes governing the generation and propagation of floods over large spatial scales. They are generally built using a bottom-up approach that generalizes small-physics representations of processes. However, top-down or data-driven approach is increasingly shown to provide also valuable knowledge. A simplified semi distributed continuous hydrological model, named SIMPLEFLOOD, was developed, based on the simple dynamical system approach (SDSA) proposed by Kirchner (WRR, 2009, 45, W02429), and applied to the Ardeche catchment in France (2388 km(2)). This data-driven method assumes that discharge at the outlet of a given catchment can be expressed as a function only of catchment storage. It leads to a 3-parameter nonlinear model according to rainfall and runoff observations. This model was distributed over sub-catchments and coupled with a kinematic wave based flow propagation module. The parameters were estimated by discharge recession analyses at several gauged stations. Parameter regionalization was conducted using a Factorial Analysis of Mixed Data (FAMD) and Hierarchical Classification on Principal Component (HCPC) in order to find relationships between the SDSA approach and catchments characteristics. Geology was found to be the main predictor of hydrological response variability and model parameters were regionalized according to the dominant geology. The SIMPLEFLOOD model was applied for a 12-year continuous simulation over the Ardeche catchment. Four flash flood events were also selected for further analysis. The simulated hydrographs were compared with the observations at 11 gauging stations with catchment size ranging from 17 to 2300 km(2). The results show a good performance of the model for the continuous and flash flood events occurring under wet conditions, whereas the model underestimates discharge for events occurring after a long dry period. The simple modeling approach provided interesting insight into the Ardeche catchment functioning and offers perspective for a better simulation of flash floods, mainly under wet conditions. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:173 / 189
页数:17
相关论文
共 85 条
  • [1] Assessing the simple dynamical systems approach in a Mediterranean context: application to the Ardeche catchment (France)
    Adamovic, M.
    Braud, I.
    Branger, F.
    Kirchner, J. W.
    [J]. HYDROLOGY AND EARTH SYSTEM SCIENCES, 2015, 19 (05) : 2427 - 2449
  • [2] Adamovic M., 2014, THESIS, P326
  • [3] Allen R., 1998, 56 FAO
  • [4] [Anonymous], 2012, RAINFALL RUNOFF MODE
  • [5] [Anonymous], ADV GEOSCI
  • [6] Sensitivity of the hydrological response to the variability of rainfall fields and soils for the Gard 2002 flash-flood event
    Anquetin, Sandrine
    Braud, Isabelle
    Vannier, Olivier
    Viallet, Pierre
    Boudevillain, Brice
    Creutin, Jean-Dominique
    Manus, Claire
    [J]. JOURNAL OF HYDROLOGY, 2010, 394 (1-2) : 134 - 147
  • [7] Application of the SHETRAN basin-scale, landslide sediment yield model to the Llobregat basin, Spanish Pyrenees
    Bathurst, James C.
    Burton, Aidan
    Clarke, Barry G.
    Gallart, Francesc
    [J]. HYDROLOGICAL PROCESSES, 2006, 20 (14) : 3119 - 3138
  • [8] BLOSCHL G, 1995, HYDROL PROCESS, V9, P251, DOI 10.1002/hyp.3360090305
  • [9] Distributed hydrologic and hydraulic modelling with radar rainfall input: Reconstruction of the 8-9 September 2002 catastrophic flood event in the Gard region, France
    Bonnifait, Laurent
    Delrieu, Guy
    Le Lay, Matthieu
    Boudevillain, Brice
    Masson, Arielle
    Belleudy, Philippe
    Gaume, Eric
    Saulnier, Georges-Marie
    [J]. ADVANCES IN WATER RESOURCES, 2009, 32 (07) : 1077 - 1089
  • [10] Surveying flash floods: gauging the ungauged extremes
    Borga, Marco
    Gaume, Eric
    Creutin, Jean Dominique
    Marchi, Lorenzo
    [J]. HYDROLOGICAL PROCESSES, 2008, 22 (18) : 3883 - 3885