Influence of rainfall spatial resolution on flash flood modelling

Abstract. High resolution radar rainfall fields and a distributed hydrologic model are used to evaluate the sensitivity of flash flood simulations to spatial aggregation of rainfall at catchment scales ranging from 10.5 km2 to 623 km2. The case study focuses on the extreme flash flood occurred on 29 August 2003 on the eastern Italian Alps. Four rainfall spatial resolutions are considered, with grid size equal to 1-, 4-, 8- and 16-km. The influence of rainfall spatial aggregation is examined by using the flow distance as a spatial coordinate, hence emphasising the role of river network in the averaging of space-time rainfall. Effects of rainfall spatial aggregation are quantified by using a dimensionless parameter, represented by the ratio of rainfall resolution (Lr) to the characteristic basin length (Lw), taken as the square root of the watershed area. Increasing the Lr/Lw parameter induces large errors on the simulated peak discharge, with values of the peak discharge error up to 0.33 for Lr/Lw equal to 1.0. An important error source related to spatial rainfall aggregation is the rainfall volume error caused by incorrectly smoothing the rainfall volume either inside or outside of of the watershed. It is found that for Lr/Lw 1.0, around 50% of the peak discharge error is due to the rainfall volume error. Remaining errors are due to both the distortion of the rainfall spatial distribution, measured with respect to the river network, and to the reduced spatial variability of the rainfield. Further investigations are required to isolate and examine the effect of river network geometry on the averaging of space-time rainfall at various aggregation lengths and on simulated peak discharges.

[1]  G. Bastin,et al.  On the Accuracy of Areal Rainfall Estimation - a Case-study , 1987 .

[2]  H. Wheater,et al.  The significance of spatial rainfall representation for flood runoff estimation : A numerical evaluation based on the Lee catchment, UK , 2006 .

[3]  Eric Gaume,et al.  Surveying flash floods: gauging the ungauged extremes , 2008 .

[4]  Keith Beven,et al.  The sensitivity of hydrological models to spatial rainfall patterns: an evaluation using observed data , 1994 .

[5]  Soroosh Sorooshian,et al.  On the simulation of infiltration‐ and saturation‐excess runoff using radar‐based rainfall estimates: Effects of algorithm uncertainty and pixel aggregation , 1998 .

[6]  Marco Borga,et al.  Regional frequency analysis of extreme precipitation in the eastern Italian Alps and the August 29, 2003 flash flood , 2007 .

[7]  V. Bell,et al.  The sensitivity of catchment runoff models to rainfall data at different spatial scales , 2000 .

[8]  Jacques Lavabre,et al.  Impact of imperfect rainfall knowledge on the efficiency and the parameters of watershed models , 2001 .

[9]  G. SCALE ISSUES IN HYDROLOGICAL MODELLING : A REVIEW , 2006 .

[10]  Andrea Rinaldo,et al.  On the impact of rainfall patterns on the hydrologic response , 2008 .

[11]  Dong-Jun Seo,et al.  The distributed model intercomparison project (DMIP): Motivation and experiment design , 2004 .

[12]  Alexis Berne,et al.  Temporal and spatial resolution of rainfall measurements required for urban hydrology , 2004 .

[13]  The hydrology and hydrometeorology of extreme floods in the Great Plains of Eastern Nebraska , 2001 .

[14]  P. Naden Spatial variability in flood estimation for large catchments: the exploitation of channel network structure , 1992 .

[15]  N. Kouwen,et al.  RESOLUTION CONSIDERATIONS IN USING RADAR RAINFALL DATA FOR FLOOD FORECASTING , 1989 .

[16]  Murugesu Sivapalan,et al.  A synthesis of space‐time variability in storm response: Rainfall, runoff generation, and routing , 1999 .

[17]  M. Borga,et al.  Long‐term assessment of bias adjustment in radar rainfall estimation , 2002 .

[18]  Jean-Dominique Creutin,et al.  A method for delineating and estimating rainfall fields , 1992 .

[19]  M. Borga,et al.  Flash flood warning based on rainfall thresholds and soil moisture conditions: An assessment for gauged and ungauged basins , 2008 .

[20]  Marco Borga,et al.  Hydrometeorological Analysis of the 29 August 2003 Flash Flood in the Eastern Italian Alps , 2007 .

[21]  Pierre Y. Julien,et al.  Runoff model sensitivity to radar rainfall resolution , 1994 .

[22]  A. Journel Nonparametric estimation of spatial distributions , 1983 .

[23]  Marco Borga,et al.  Radar hydrology modifies the monitoring of flash‐flood hazard , 2003 .