Abstract
The Euro-Mediterranean Center on Climate Change (CM-CC) seasonal forecasting system, based on the global coupled model CMCC-CM, performs seasonal forecasts every month, producing several ensemble integrations conducted for the following 6 months. In this study, a performance evaluation of the skills of this system is performed in two neighbouring Mediterranean medium-small size catchments located in Southern Italy, the Crati river and the Coscile river, whose hydrological cycles are particularly important for agricultural purposes.
Initially, the performance of the system is evaluated comparing observed and simulated precipitation and temperature anomalies in the irrigation periods of the years 2011–2017. Forecasts issued on April 1st (i.e., at the beginning of the irrigation period) are evaluated, considering two lead times (first and second trimester). Afterward, the seasonal forecasts are integrated into a complete meteo-hydrological system. Precipitation and temperature provided by the global model are ingested in the spatially distributed and physically based In-STRHyM (Intermediate Space-Time Resolution Hydrological Model) model, which analyzes the hydrological impact of the seasonal forecasts.
Though the predicted precipitation and temperature anomalies are not highly correlated with observations, the integrated seasonal forecast for the hydrological variables provides significant correlations between observed and predicted anomalies, especially concerning mean discharge (>0.65). Overall, the system showed to provide useful insights for agricultural water management in the study area.
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References
National Academies of Sciences: Engineering, and Medicine: Next Generation Earth System Prediction: Strategies for Subseasonal to Seasonal Forecasts. The National Academies Press, Washington, DC (2016)
Sanna, A., Borrelli, A., Athanasiadis, P., et al.: The CMCC Seasonal Prediction System. CMCC Research Paper 285 (2017)
Bellucci, A., Haarsma, R., et al.: An assessment of a multi-model ensemble of decadal climate predictions. Clim. Dyn. 44, 2787–2806 (2015)
Materia, S., Borrelli, A., Bellucci, A., et al.: Impact of atmosphere and land surface initial conditions on seasonal forecasts of global surface temperature. J. Clim. 27(24), 9253–9271 (2014)
Athanasiadis, P.J., et al.: The representation of atmospheric blocking and the associated low-frequency variability in two seasonal prediction systems. J. Clim. 27(24), 9082–9100 (2014)
Athanasiadis, P.J., et al.: A multisystem view of wintertime NAO seasonal predictions. J. Clim. 30(4), 1461–1475 (2017)
Koutsoyiannis, D.: Hydrologic persistence and the hurst phenomenon. In: Lehr, J.H., Keeley, J. (eds.) Water Encyclopedia. Surface and Agricultural Water, vol. 4. Wiley, New York (2005)
Mendicino, G., Senatore, A., Versace, P.: A Groundwater Resource Index (GRI) for drought monitoring and forecasting in a Mediterranean climate. J. Hydrol. 357(3–4), 282–302 (2008)
Jha, P.A., Athanasiadis, P., Gualdi, S., et al.: Using daily data from seasonal forecasts in dynamic crop models for yield prediction: a case study for rice in Nepal’s Terai. Agr. Forest Meteorol. 265, 349–358 (2019)
Candogan Yossef, N., van Beek, R., Weerts, A., Winsemius, H., Bierkens, M.F.P.: Skill of a global forecasting system in seasonal ensemble streamflow prediction. Hydrol. Earth Syst. Sci. 21, 4103–4114 (2017)
Bell, V.A., Davies, H.N., Kay, A.L., Brookshaw, A., Scaife, A.A.: A national-scale seasonal hydrological forecast system: development and evaluation over Britain. Hydrol. Earth Syst. Sci. 21, 4681–4691 (2017)
Senatore, A., Mendicino, G., Smiatek, G., Kunstmann, H.: Regional climate change projections and hydrological impact analysis for a Mediterranean basin in Southern Italy. J. Hydrol. 399, 70–92 (2011)
Maiolo, M., Mendicino, G., Pantusa, D., Senatore, A.: Optimization of drinking water distribution systems in relation to the effects of climate change. Water 9(10), 83 (2017)
Marshall, A.G., Scaife, A.A.: Impact of the QBO on surface winter climate. J. Geophys. Res.-Atmos. 114, D18110 (2009)
Doblas-Reyes, F.J., García-Serrano, J., Lienert, F., Biescas, A.P., Rodrigues, L.R.L.: Seasonal climate predictability and forecasting: status and prospects. WIREs Clim. Change 4(4), 245–268 (2013)
Mendicino, G., Senatore, A.: Regionalization of the hargreaves coefficient for the assessment of distributed reference evapotranspiration in southern Italy. J. Irrig. Drainage Eng. 139(5), 349–362 (2013)
Senatore, A., Mendicino, G., Gochis, D.J., Yu, W., Yates, D.N., Kunstmann, H.: Fully coupled atmosphere-hydrology simulations for the central Mediterranean: Iimpact of enhanced hydrological parameterization for short- and long-timescales. JAMES 7(4), 1693–1715 (2015)
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Senatore, A., Fuoco, D., Sanna, A., Borrelli, A., Mendicino, G., Gualdi, S. (2020). Evaluation of an Integrated Seasonal Forecast System for Agricultural Water Management in Mediterranean Regions. In: Sergeyev, Y., Kvasov, D. (eds) Numerical Computations: Theory and Algorithms. NUMTA 2019. Lecture Notes in Computer Science(), vol 11973. Springer, Cham. https://doi.org/10.1007/978-3-030-39081-5_51
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DOI: https://doi.org/10.1007/978-3-030-39081-5_51
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