Effects of Increasing Horizontal Resolution in a Convection-Permitting Model on Flood Forecasting: The 2011 Dramatic Events in Liguria, Italy

Silvio Davolio Institute of Atmospheric Sciences and Climate, National Research Council, Bologna, Italy

Search for other papers by Silvio Davolio in
Current site
Google Scholar
PubMed
Close
,
Francesco Silvestro CIMA Research Foundation, Savona, Italy

Search for other papers by Francesco Silvestro in
Current site
Google Scholar
PubMed
Close
, and
Piero Malguzzi Institute of Atmospheric Sciences and Climate, National Research Council, Bologna, Italy

Search for other papers by Piero Malguzzi in
Current site
Google Scholar
PubMed
Close
Restricted access

Abstract

Coupling meteorological and hydrological models is a common and standard practice in the field of flood forecasting. In this study, a numerical weather prediction (NWP) chain based on the BOLogna Limited Area Model (BOLAM) and the MOdello LOCale in Hybrid coordinates (MOLOCH) was coupled with the operational hydrological forecasting chain of the Ligurian Hydro-Meteorological Functional Centre to simulate two major floods that occurred during autumn 2011 in northern Italy. Different atmospheric simulations were performed by varying the grid spacing (between 1.0 and 3.0 km) of the high-resolution meteorological model and the set of initial/boundary conditions driving the NWP chain. The aim was to investigate the impact of these parameters not only from a meteorological perspective, but also in terms of discharge predictions for the two flood events. The operational flood forecasting system was thus used as a tool to validate in a more pragmatic sense the quantitative precipitation forecast obtained from different configurations of the NWP system. The results showed an improvement in flood prediction when a high-resolution grid was employed for atmospheric simulations. In turn, a better description of the evolution of the precipitating convective systems was beneficial for the hydrological prediction. Although the simulations underestimated the severity of both floods, the higher-resolution model chain would have provided useful information to the decision-makers in charge of protecting citizens.

Corresponding author address: Silvio Davolio, Institute of Atmospheric Sciences and Climate (ISAC), National Research Council (CNR), Via Gobetti 101, 40129 Bologna, Italy. E-mail: s.davolio@isac.cnr.it

Abstract

Coupling meteorological and hydrological models is a common and standard practice in the field of flood forecasting. In this study, a numerical weather prediction (NWP) chain based on the BOLogna Limited Area Model (BOLAM) and the MOdello LOCale in Hybrid coordinates (MOLOCH) was coupled with the operational hydrological forecasting chain of the Ligurian Hydro-Meteorological Functional Centre to simulate two major floods that occurred during autumn 2011 in northern Italy. Different atmospheric simulations were performed by varying the grid spacing (between 1.0 and 3.0 km) of the high-resolution meteorological model and the set of initial/boundary conditions driving the NWP chain. The aim was to investigate the impact of these parameters not only from a meteorological perspective, but also in terms of discharge predictions for the two flood events. The operational flood forecasting system was thus used as a tool to validate in a more pragmatic sense the quantitative precipitation forecast obtained from different configurations of the NWP system. The results showed an improvement in flood prediction when a high-resolution grid was employed for atmospheric simulations. In turn, a better description of the evolution of the precipitating convective systems was beneficial for the hydrological prediction. Although the simulations underestimated the severity of both floods, the higher-resolution model chain would have provided useful information to the decision-makers in charge of protecting citizens.

Corresponding author address: Silvio Davolio, Institute of Atmospheric Sciences and Climate (ISAC), National Research Council (CNR), Via Gobetti 101, 40129 Bologna, Italy. E-mail: s.davolio@isac.cnr.it
Save
  • Berenguer, M., Corral C. , Sanchez-Diesma R. , and Sempere-Torres D. , 2005: Hydrological validation of a radar-based nowcasting technique. J. Hydrometeor., 6, 532549, doi:10.1175/JHM433.1.

    • Search Google Scholar
    • Export Citation
  • Billett, S., and Toro E. F. , 1997: On WAF-type schemes for multidimensional hyperbolic conservation laws. J. Comput. Phys., 130, 124, doi:10.1006/jcph.1996.5470.

    • Search Google Scholar
    • Export Citation
  • Boni, G., 2000: A physically based regional rainfall frequency analysis: Application to a coastal region in northern Italy. Proc. Second Plinius Conf. on Mediterranean Storms, Siena, Italy, European Geosciences Union, 365–376.

  • Boni, G., Ferraris L. , Giannoni F. , Roth G. , and Rudari R. , 2007: Flood probability analysis for un-gauged watersheds by means of a simple distributed hydrologic model. Adv. Water Resour., 30, 21352144, doi:10.1016/j.advwatres.2006.08.009.

    • Search Google Scholar
    • Export Citation
  • Buzzi, A., D’Isidoro M. , and Davolio S. , 2003: A case study of an orographic cyclone south of the Alps during the MAP SOP. Quart. J. Roy. Meteor. Soc., 129, 17951818, doi:10.1256/qj.02.112.

    • Search Google Scholar
    • Export Citation
  • Buzzi, A., Davolio S. , Malguzzi P. , Drofa O. , and Mastrangelo D. , 2014: Heavy rainfall episodes over Liguria of autumn 2011: Numerical forecasting experiments. Nat. Hazards Earth Syst. Sci., 14, 13251340, doi:10.5194/nhess-14-1325-2014.

    • Search Google Scholar
    • Export Citation
  • Cloke, H. L., and Pappenberger F. , 2009: Ensemble flood forecasting: A review. J. Hydrol., 375, 613626, doi:10.1016/j.jhydrol.2009.06.005.

    • Search Google Scholar
    • Export Citation
  • Cuo, L., Pagano T. C. , and Wang Q. J. , 2011: A review of quantitative precipitation forecasts and their use in short- to medium-range streamflow forecasting. J. Hydrometeor., 12, 713728, doi:10.1175/2011JHM1347.1.

    • Search Google Scholar
    • Export Citation
  • Davolio, S., and Buzzi A. , 2004: A nudging scheme for the assimilation of precipitation data into a mesoscale model. Wea. Forecasting, 19, 855871, doi:10.1175/1520-0434(2004)019<0855:ANSFTA>2.0.CO;2.

    • Search Google Scholar
    • Export Citation
  • Davolio, S., Buzzi A. , and Malguzzi P. , 2009: Orographic triggering of long-lived convection in three dimensions. Meteor. Atmos. Phys., 103, 3544, doi:10.1007/s00703-008-0332-5.

    • Search Google Scholar
    • Export Citation
  • Drobinski, P., and Coauthors, 2014: HyMeX: A 10-year multidisciplinary program on the Mediterranean water cycle. Bull. Amer. Meteor. Soc., 95, 10631082, doi:10.1175/BAMS-D-12-00242.1.

    • Search Google Scholar
    • Export Citation
  • Drofa, O., and Malguzzi P. , 2004: Parameterization of microphysical processes in a non hydrostatic prediction model. Proc. 14th Int. Conf. on Clouds and Precipitation, Bologna, Italy, International Commission on Clouds and Precipitation, 1297–3000.

  • Ducrocq, V., and Coauthors, 2014: HyMeX-SOP1: The field campaign dedicated to heavy precipitation and flash flooding in the northwestern Mediterranean. Bull. Amer. Meteor. Soc., 95, 10831100, doi:10.1175/BAMS-D-12-00244.1.

    • Search Google Scholar
    • Export Citation
  • Ferretti, R., and Coauthors, 2014: Overview of the first HyMeX Special Observation Period over Italy: Observations and model results. Hydrol. Earth Syst. Sci., 18, 19531977, doi:10.5194/hess-18-1953-2014.

    • Search Google Scholar
    • Export Citation
  • Fiori, E., Comellas A. , Molini L. , Rebora N. , Siccardi F. , Gochis D. J. , Tanelli S. , and Parodi A. , 2014: Analysis and hindcast simulations of an extreme rainfall event in the Mediterranean area: The Genoa 2011 case. Atmos. Res., 138, 1329, doi:10.1016/j.atmosres.2013.10.007.

    • Search Google Scholar
    • Export Citation
  • Fundel, F., Walser A. , Liniger M. A. , Frei C. , and Appenzeller C. , 2010: Calibrated precipitation forecasts for a limited-area ensemble forecast system using reforecasts. Mon. Wea. Rev., 138, 176189, doi:10.1175/2009MWR2977.1.

    • Search Google Scholar
    • Export Citation
  • Gabellani, S., Silvestro F. , Rudari R. , and Boni G. , 2008: General calibration methodology for a combined Horton–SCS infiltration scheme in flash flood modeling. Nat. Hazards Earth Syst. Sci., 8, 13171327, doi:10.5194/nhess-8-1317-2008.

    • Search Google Scholar
    • Export Citation
  • Ghile, Y. B., and Schulze R. E. , 2010: Evaluation of three numerical weather prediction models for short and medium range agrohydrological applications. Water Resour. Manage., 24, 10051028, doi:10.1007/s11269-009-9483-5.

    • Search Google Scholar
    • Export Citation
  • Giannoni, F., Roth G. , and Rudari R. , 2000: A semi-distributed rainfall-runoff model based on a geomorphologic approach. Phys. Chem. Earth, 25, 665671, doi:10.1016/S1464-1909(00)00082-4.

    • Search Google Scholar
    • Export Citation
  • Giannoni, F., Roth G. , and Rudari R. , 2005: A procedure for drainage network identification from geomorphology and its application to the prediction of the hydrologic response. Adv. Water Resour., 28, 567581, doi:10.1016/j.advwatres.2004.11.013.

    • Search Google Scholar
    • Export Citation
  • Hohenegger, C., and Schär C. , 2007: Atmospheric predictability at synoptic versus cloud-resolving scales. Bull. Amer. Meteor. Soc., 88, 17831793, doi:10.1175/BAMS-88-11-1783.

    • Search Google Scholar
    • Export Citation
  • Kain, J. S., 2004: The Kain–Fritsch convective parameterization: An update. J. Appl. Meteor., 43, 170181, doi:10.1175/1520-0450(2004)043<0170:TKCPAU>2.0.CO;2.

    • Search Google Scholar
    • Export Citation
  • Liechti, K., Panziera L. , Germann U. , and Zappa M. , 2013: The potential of radar-based ensemble forecasts for flash-flood early warning in the southern Swiss Alps. Hydrol. Earth Syst. Sci., 17, 38533869, doi:10.5194/hess-17-3853-2013.

    • Search Google Scholar
    • Export Citation
  • Malguzzi, P., Grossi G. , Buzzi A. , Ranzi R. , and Buizza R. , 2006: The 1966 “century” flood in Italy: A meteorological and hydrological revisitation. J. Geophys. Res., 111, D24106, doi:10.1029/2006JD007111.

    • Search Google Scholar
    • Export Citation
  • Morcrette, J.-J., Barker H. W. , Cole J. N. S. , Iacono M. J. , and Pincus R. , 2008: Impact of a new radiation package, McRad, in the ECMWF Integrated Forecasting System. Mon. Wea. Rev., 136, 47734798, doi:10.1175/2008MWR2363.1.

    • Search Google Scholar
    • Export Citation
  • Pappenberger, F., Scipal K. , and Buizza R. , 2008: Hydrological aspects of meteorological verification. Atmos. Sci. Lett., 9, 4352, doi:10.1002/asl.171.

    • Search Google Scholar
    • Export Citation
  • Parodi, A., Boni G. , Ferraris L. , Siccardi F. , Pagliara P. , Trovatore E. , Foufoula-Georgiou E. , and Kranzlmueller D. , 2012: The “perfect storm”: From across the Atlantic to the hills of Genoa. Eos, Trans. Amer. Geophys. Union, 39, 225226, doi:10.1029/2012EO240001.

    • Search Google Scholar
    • Export Citation
  • Ramos, M. H., van Andel S. J. , and Pappenberger F. , 2013: Do probabilistic forecasts lead to better decisions? Hydrol. Earth Syst. Sci., 17, 22192232, doi:10.5194/hess-17-2219-2013.

    • Search Google Scholar
    • Export Citation
  • Rebora, N., Ferraris L. , Hardenberg J. H. , and Provenzale A. , 2006: The RainFARM: Rainfall downscaling by a filtered autoregressive model. J. Hydrometeor., 7, 724738, doi:10.1175/JHM517.1.

    • Search Google Scholar
    • Export Citation
  • Rebora, N., and Coauthors, 2013: Extreme rainfall in the Mediterranean: What can we learn from observations? J. Hydrometeor., 14, 906922, doi:10.1175/JHM-D-12-083.1.

    • Search Google Scholar
    • Export Citation
  • Ritter, B., and Geleyn J. F. , 1992: A comprehensive radiation scheme for numerical weather prediction models with potential applications in climate simulations. Mon. Wea. Rev., 120, 303325, doi:10.1175/1520-0493(1992)120<0303:ACRSFN>2.0.CO;2.

    • Search Google Scholar
    • Export Citation
  • Roberts, N. M., Cole S. J. , Forbes R. M. , Moore R. J. , and Boswell D. , 2009: Use of high-resolution NWP rainfall and river flow forecasts for advance warning of the Carlisle flood, north-west England. Meteor. Appl., 16, 2334, doi:10.1002/met.94.

    • Search Google Scholar
    • Export Citation
  • Siccardi, F., Boni G. , Ferraris L. , and Rudari R. , 2005: A hydrometeorological approach for probabilistic flood forecast. J. Geophys. Res., 110, D05101, doi:10.1029/2004JD005314.

    • Search Google Scholar
    • Export Citation
  • Silvestro, F., Rebora N. , and Ferraris L. , 2011: Quantitative flood forecasting on small and medium size basins: A probabilistic approach for operational purposes. J. Hydrometeor., 12, 14321446, doi:10.1175/JHM-D-10-05022.1.

    • Search Google Scholar
    • Export Citation
  • Silvestro, F., Gabellani S. , Giannoni F. , Parodi A. , Rebora N. , Rudari R. , and Siccardi F. , 2012: A hydrological analysis of the 4 November 2011 event in Genoa. Nat. Hazards Earth Syst. Sci., 12, 27432752, doi:10.5194/nhess-12-2743-2012.

    • Search Google Scholar
    • Export Citation
  • Westrick, K. J., and Mass C. F. , 2001: An evaluation of a high-resolution hydrometeorological modeling system for prediction of a cool-season flood event in a coastal mountainous watershed. J. Hydrometeor., 2, 161180, doi:10.1175/1525-7541(2001)002<0161:AEOAHR>2.0.CO;2.

    • Search Google Scholar
    • Export Citation
  • WMO, 1992: Manual on the global data-processing and forecasting system. WMO-485, Vol. 1, 153 pp.

  • Zampieri, M., Malguzzi P. , and Buzzi A. , 2005: Sensitivity of quantitative precipitation forecasts to boundary layer parameterization: A flash flood case study in the western Mediterranean. Nat. Hazards Earth Syst. Sci., 5, 603612, doi:10.5194/nhess-5-603-2005.

    • Search Google Scholar
    • Export Citation
All Time Past Year Past 30 Days
Abstract Views 0 0 0
Full Text Views 1231 815 265
PDF Downloads 273 39 5