Abstract
For the mitigation of floods and flashfloods, operational nowcast and forecast systems are crucial. This chapter provides practical illustrations of the verification of hydrological ensemble prediction systems with a temporal horizon of up to 5 days.
Section 2 shows the application of two ensemble approaches for discharge nowcasts. The results show that both ensemble approaches have added value compared to deterministic nowcasts.
Section 3 presents the evaluation of an operational flood forecasting system. The system is run with the two deterministic COSMO-2 and COSMO-7 weather forecasts and with the probabilistic COSMO-LEPS weather forecast. The evaluation with several skill scores suggests that decisions that need to be taken with a lead time of 1 day and more should be based on the ensemble forecast.
Ensemble forecasts can be difficult to interpret. Section 4 provides a helpful tool for the estimation of flood peak timing and magnitude based on probabilistic forecasts.
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References
N. Addor, S. Jaun, M. Zappa, An operational hydrological ensemble prediction system for the city of Zurich (Switzerland): skill, case studies and scenarios. Hydrol. Earth Syst. Sci. 15(7), 2327–2347 (2011)
N. Andres, G. Lieberherr, I.V. Sideris, F. Jordan, M. Zappa, From calibration to real-time operations: an assessment of three precipitation benchmarks for a Swiss river system. Meteorol. Appl. 23(3), 448–461 (2016)
A. Badoux et al., IFKIS-Hydro Sihl: Beratung und Alarmorganisation während des Baus der Durchmesserlinie beim Hauptbahnhof Zürich. Wasser Energ. Luft 102(4), 309–320 (2010)
K. Beven, J. Freer, Equifinality, data assimilation, and uncertainty estimation in mechanistic modelling of complex environmental systems using the GLUE methodology. J. Hydrol. 249(1–4), 11–29 (2001)
K. Bogner, K. Liechti, M. Zappa, Post-processing of stream flows in Switzerland with an emphasis on low flows and floods. Water 8(4), 115 (2016)
J.D. Brown, J. Demargne, D.-J. Seo, Y. Liu, The Ensemble Verification System (EVS): a software tool for verifying ensemble forecasts of hydrometeorological and hydrologic variables at discrete locations. Environ. Model. Software 25(7), 854–872 (2010)
B. Efron, 1977 Rietz lecture – bootstrap methods – another look at the jackknife. Ann. Stat. 7(1), 1–26 (1979)
F. Fundel, A. Walser, M.A. Liniger, C. Frei, C. Appenzeller, Calibrated precipitation forecasts for a limited area ensemble forecast system using reforecasts. Mon. Weather Rev. 138(1), 176–189 (2010)
F. Galton, The wisdom of crowds. Nature 75(1949), 450–451 (1907)
U. Germann, M. Berenguer, D. Sempere-Torres, M. Zappa, REAL – Ensemble radar precipitation estimation for hydrology in a mountainous region. Q. J. Roy. Meteorol. Soc. 135(639), 445–456 (2009)
S. Hemri, F. Fundel, M. Zappa, Simultaneous calibration of ensemble river flow predictions over an entire range of lead times. Water Resour. Res. 49(10), 6744–6755 (2013)
S. Jaun, B. Ahrens, A. Walser, T. Ewen, C. Schär, A probabilistic view on the August 2005 floods in the upper Rhine catchment. Nat. Hazards Earth Syst. Sci. 8(2), 281–291 (2008)
G. Kuczera, E. Parent, Monte Carlo assessment of parameter uncertainty in conceptual catchment models: the Metropolis algorithm. J. Hydrol. 211(1–4), 69–85 (1998)
R. Lamb, Calibration of a conceptual rainfall-runoff model for flood frequency estimation by continuous simulation. Water Resour. Res. 35(10), 3103–3114 (1999)
K. Liechti, L. Panziera, U. Germann, M. Zappa, The potential of radar-based ensemble forecasts for flash-flood early warning in the southern Swiss Alps. Hydrol. Earth Syst. Sci. 17, 3853–3869 (2013a)
K. Liechti, M. Zappa, F. Fundel, U. Germann, Probabilistic evaluation of ensemble discharge nowcasts in two nested Alpine basins prone to flash floods. Hydrol. Process. 27(1), 5–17 (2013b)
P.V. Mandapaka, U. Germann, L. Panziera, A. Hering, Can Lagrangian extrapolation of radar fields be used for precipitation nowcasting over complex Alpine orography? Weather Forecast. 27(1), 28–49 (2012)
C. Marsigli, F. Boccanera, A. Montani, T. Paccagnella, The COSMO-LEPS mesoscale ensemble system: validation of the methodology and verification. Nonlinear Processes Geophys. 12(4), 527–536 (2005)
J.E. Nash, J.V. Sutcliffe, River flow forecasting through conceptual models (1), a discussion of principles. J. Hydrol. 10, 282–290 (1970)
L. Panziera, U. Germann, The relation between airflow and orographic precipitation on the southern side of the Alps as revealed by weather radar. Q. J. Roy. Meteorol. Soc. 136(646), 222–238 (2010)
D. Viviroli, H. Mittelbach, J. Gurtz, R. Weingartner, Continuous simulation for flood estimation in ungauged mesoscale catchments of Switzerland – Part II: Parameter regionalisation and flood estimation results. J. Hydrol. 377(1–2), 208–225 (2009a)
D. Viviroli, M. Zappa, J. Gurtz, R. Weingartner, An introduction to the hydrological modelling system PREVAH and its pre- and post-processing-tools. Environ. Model. Software 24(10), 1209–1222 (2009b)
D. Viviroli, M. Zappa, J. Schwanbeck, J. Gurtz, R. Weingartner, Continuous simulation for flood estimation in ungauged mesoscale catchments of Switzerland – Part I: Modelling framework and calibration results. J. Hydrol. 377(1–2), 191–207 (2009c)
J.A. Vrugt, C.J.F. ter Braak, M.P. Clark, J.M. Hyman, B.A. Robinson, Treatment of input uncertainty in hydrologic modeling: Doing hydrology backward with Markov chain Monte Carlo simulation. Water Resour. Res. 44, W00B09 (2008)
D.S. Wilks, Statistical Methods in the Atmospheric Sciences (Elsevier, Amsterdam, 2006), p. 627
M. Zappa et al., IFKIS-Hydro Sihl: Ein operationelles Hochwasservorhersagesystem für die Stadt Zürich und das Sihltal. Wasser Energ. Luft 102(3), 238–248 (2010)
M. Zappa, S. Jaun, U. Germann, A. Walser, F. Fundel, Superposition of three sources of uncertainties in operational flood forecasting chains. Atmos. Res. 100(2–3), 246–262 (2011)
M. Zappa, F. Fundel, S. Jaun, A ‘Peak-Box’ approach for supporting interpretation and verification of operational ensemble peak-flow forecasts. Hydrol. Process. 27(1), 117–131 (2013)
M. Zappa et al., Crash tests for forward-looking flood control in the city of Zürich (Switzerland). Proc. IAHS 370, 235–242 (2015)
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Liechti, K., Zappa, M. (2019). Verification of Short-Range Hydrological Forecasts. In: Duan, Q., Pappenberger, F., Wood, A., Cloke, H., Schaake, J. (eds) Handbook of Hydrometeorological Ensemble Forecasting. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-39925-1_5
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