Quantitative Flood Forecasting on Small- and Medium-Sized Basins: A Probabilistic Approach for Operational Purposes

Francesco Silvestro CIMA Research Foundation, Savona, Italy

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Nicola Rebora CIMA Research Foundation, Savona, Italy

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Luca Ferraris CIMA Research Foundation, Savona, and DIST, University of Genoa, Genoa, Italy

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Abstract

The forecast of rainfall-driven floods is one of the main themes of analysis in hydrometeorology and a critical issue for civil protection systems. This work describes a complete hydrometeorological forecast system for small- and medium-sized basins and has been designed for operational applications. In this case, because of the size of the target catchments and to properly account for uncertainty sources in the prediction chain, the authors apply a probabilistic framework. This approach allows for delivering a prediction of streamflow that is valuable for decision makers and that uses as input quantitative precipitation forecasts (QPF) issued by a regional center that is in charge of hydrometeorological predictions in the Liguria region of Italy. This kind of forecast is derived from different meteorological models and from the experience of meteorologists. Single-catchment and multicatchment approaches have been operationally implemented and studied. The hydrometeorological forecasting chain has been applied to a series of case studies with encouraging results. The implemented system makes effective use of the quantitative information content of rainfall forecasts issued by expert meteorologists for flood-alert purposes.

Corresponding author address: Francesco Silvestro, CIMA Research Foundation, via Magliotto 2, 17100, Savona, Italy. E-mail: francesco.silvestro@cimafoundation.org

Abstract

The forecast of rainfall-driven floods is one of the main themes of analysis in hydrometeorology and a critical issue for civil protection systems. This work describes a complete hydrometeorological forecast system for small- and medium-sized basins and has been designed for operational applications. In this case, because of the size of the target catchments and to properly account for uncertainty sources in the prediction chain, the authors apply a probabilistic framework. This approach allows for delivering a prediction of streamflow that is valuable for decision makers and that uses as input quantitative precipitation forecasts (QPF) issued by a regional center that is in charge of hydrometeorological predictions in the Liguria region of Italy. This kind of forecast is derived from different meteorological models and from the experience of meteorologists. Single-catchment and multicatchment approaches have been operationally implemented and studied. The hydrometeorological forecasting chain has been applied to a series of case studies with encouraging results. The implemented system makes effective use of the quantitative information content of rainfall forecasts issued by expert meteorologists for flood-alert purposes.

Corresponding author address: Francesco Silvestro, CIMA Research Foundation, via Magliotto 2, 17100, Savona, Italy. E-mail: francesco.silvestro@cimafoundation.org
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  • Bacchi, B., Buzzi A. , Grossi G. , and Ranzi R. , 2002: Flood forecasting in a midsize catchment in the Southern Alps: Recent experiences on the use of coupled meteorological and hydrological models. Proc. Second Int. Symp. on Flood Defence, Beijing, China, IAHR, 965–972.

    • Search Google Scholar
    • Export Citation
  • Bartholomes, J., and Todini E. , 2005: Coupling meteorological and hydrological models for flood forecasting. Hydrol. Earth Syst. Sci., 9, 333346.

    • Search Google Scholar
    • Export Citation
  • Boni, G., 2000: A physically based regional rainfall frequency analysis: Application to a coastal region in northern Italy. Proc. First PLINIUS Conf. on Mediterranean Storms, Maratea, Italy, European Geophysical Society, 365–376.

    • Search Google Scholar
    • Export Citation
  • 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.

    • Search Google Scholar
    • Export Citation
  • Buzzi, A., Fantini M. , Malguzzi P. , and Nerozzi F. , 1994: Validation of a limited area model in cases of Mediterranean cyclogenesis: Surface fields and precipitation scores. Meteor. Atmos. Phys., 53, 137153.

    • Search Google Scholar
    • Export Citation
  • Cloke, H. L., and Pappenberger F. , 2009: Ensemble flood forecasting: A review. J. Hydrol., 375 (3–4), 613626.

  • Deidda, R., Benzi R. , and Siccardi F. , 1999: Multifractal modeling of anomalous scaling laws in rainfall. Water Resour. Res., 35, 18531867.

    • Search Google Scholar
    • Export Citation
  • Diomede, T., and Coauthors, 2008: Discharge prediction based on multi-model precipitation forecasts. Meteor. Atmos. Phys., 101, 245265.

    • Search Google Scholar
    • Export Citation
  • Ferraris, L., Rudari R. , and Siccardi F. , 2002: The uncertainty in the prediction of flash floods in the northern Mediterranean environment. J. Hydrometeor., 3, 714727.

    • Search Google Scholar
    • Export Citation
  • Ferraris, L., Gabellani S. , Rebora N. , and Provenzale A. , 2003: A comparison of stochastic models for spatial rainfall downscaling. Water Resour. Res., 39, 13681384.

    • 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.

    • 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.

    • Search Google Scholar
    • Export Citation
  • Gabriele, S., and Arnell N. , 1991: A hierarchical approach to regional flood frequency analysis. Water Resour. Res., 27, 12811289.

  • Giannoni, F., Roth G. , and Rudari R. , 2000: A semi-distributed rainfall–runoff model based on a geomorphologic approach. Phys. Chem. Earth, 25 (7–8), 665671.

    • Search Google Scholar
    • Export Citation
  • Giannoni, F., Roth G. , and Rudari R. , 2003: Can the behaviour of different basins be described by the same model’s parameter set? A geomorphologic framework. Phys. Chem. Earth, 28, 289295.

    • 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.

    • Search Google Scholar
    • Export Citation
  • Krzysztofowicz, R., 2001: The case for probabilistic forecasting in hydrology. J. Hydrol., 249, 29.

  • Lin, C., Wen A. L. , Bland M. , and Chaumont D. , 2002: A coupled atmospheric-hydrological modeling study of the 1996 Ha! Ha! River basin flash flood in Québec, Canada. Geophys. Res. Lett., 29, 1026, doi:10.1029/2001GL013827.

    • Search Google Scholar
    • Export Citation
  • Maidment, D. R., Ed., 1992: Handbook of Hydrology. McGraw-Hill, 1424 pp.

  • Marsigli, C., Boccanera F. , Montani A. , and Paccagnella T. , 2005: The COSMO-LEPS mesoscale ensemble system: Validation of the methodology and verification. Nonlinear Processes Geophys., 12, 527536.

    • Search Google Scholar
    • Export Citation
  • Mascaro, G., Vivoni E. R. , and Deidda R. , 2010: Implications of ensemble quantitative precipitation forecast errors on distributed streamflow forecasting. J. Hydrometeor., 11, 6986.

    • Search Google Scholar
    • Export Citation
  • Rabuffetti, D., Ravazzani G. , Corbari C. , and Mancini M. , 2008: Verification of operational Quantitative Discharge Forecast (QDF) for a regional warning system—The AMPHORE case studies in the upper Po River. Nat. Hazards Earth Syst. Sci., 8, 161173.

    • Search Google Scholar
    • Export Citation
  • Ramos, M.-H., Mathevet T. , Thielen J. , and Pappenberger F. , 2010: Communicating uncertainty in hydro-meteorological forecasts: Mission impossible? Meteor. Appl., 17, 223235.

    • Search Google Scholar
    • Export Citation
  • Rebora, N., Ferraris L. , Hardenberg J. H. , and Provenzale A. , 2006a: Rainfall downscaling and flood forecasting: A case study in the Mediterranean area. Nat. Hazards Earth Syst. Sci., 6, 611619.

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

    • Search Google Scholar
    • Export Citation
  • Schaake, J. C., Hamill T. M. , Buizza R. , and Clark M. , 2007: HEPEX: The Hydrological Ensemble Prediction Experiment. Bull. Amer. Meteor. Soc., 88, 15411547.

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

    • Search Google Scholar
    • Export Citation
  • Steppeler, J., Doms G. , Shättler U. , Bitzer H. W. , Gassmann A. , Damrath U. , and Gregoric G. , 2003: Meso-gamma scale forecasts using the nonhydrostatic model LM. Meteor. Atmos. Phys., 82, 7596.

    • Search Google Scholar
    • Export Citation
  • Taramasso, A., Gabellani S. , and Parodi A. , 2005: An operational flash-flood forecasting chain applied to the test cases of the EU project HYDROPTIMET. Nat. Hazards Earth Syst. Sci., 5, 703710.

    • Search Google Scholar
    • Export Citation
  • Verbunt, M., Walser A. , Gurtz J. , Montani A. , and Schär C. , 2007: Probabilistic flood forecasting with a limited-area ensemble prediction system: Selected case studies. J. Hydrometeor., 8, 897909.

    • Search Google Scholar
    • Export Citation
  • Zappa, M., Jaun S. , Germann U. , Walser A. , and Fundel F. , 2011: Superposition of three sources of uncertainties in operational flood forecasting chains. Atmos. Res., 100, 246262, doi:10.1016/j.atmosres.2010.12.005.

    • Search Google Scholar
    • Export Citation
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