Abstract
Numerical weather prediction applications require considerable processing power and data storage resources, and thus can benefit from the offerings of Grid technologies. In this paper we discuss the porting of such an application on the Grid infrastructure provided by the SEE-GRID-SCI European research project. This study explores the regional ensemble forecasting technique as a means to contribute to the improvement of weather forecasting in the Mediterranean. Indeed, a regional ensemble system was built, based on the use of two limited area models that are run using a multitude on initial and boundary conditions over the Mediterranean. This large-scale application involves the use of large infrastructures that are not easily available and thus its porting to the Grid at production level has been proved to be a challenging endeavour. The application workflow, the operational and Grid infrastructure requirements, and also the problems encountered are presented. Multiple requirements mainly related to the characteristics of the implemented workflow, the model characteristics and the limitations imposed by the Grid infrastructure itself, had to be satisfied. The paper concludes with a recent result of the implemented application. Indeed the regional scale ensemble forecasting system provided useful probabilistic forecasts for a severe thunderstorm case that affected Central Europe during the summer 2009 (with damages, casualties and several injuries).
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Akylas, E., Kotroni, V., Lagouvardos, K.: Sensitivity of high resolution operational weather forecasts to the choice of the planetary boundary layer scheme. Atmos. Res. 84, 49–57 (2007)
Bird, I., et al.: Operating the LCG and EGEE production Grids for HEP. In: Proceedings of the CHEP’04 Conference (2004)
Buzzi, A., Fantini, M., Malguzzi, P., Nerozzi, F.: Validation of a limited area model in cases of Mediterranean cyclogenesis: surface fields and precipitation scores. Meteorol. Atmos. Phys. 53, 137–153 (1994)
Buzzi, A., Cadelli, R., Malguzzi, P.: Low level jet simulation over the Antarctic ocean. Tellus. 49A, 263–276 (1997)
Buzzi, A., Tartaglione, N., Malguzzi, P.: Numerical simulations of the 1994 Piedmont flood: role of orography and moist processes. Mon. Weather Rev. 126, 2369–2383 (1998)
Buzzi, A., Foschini, L.: Mesoscale meteorological features associated with heavy precipitation in the southern Alpine region. Meteorol. Atmos. Phys. 72, 131–146 (2000)
Campana, S., et al.: Analysis of the ATLAS Rome production experience on the LHC computing Grid. In: IEEE International Conference on e-Science and Grid Computing (2005)
Diomede, T., Davolio, S., Marsigli, C., Miglietta, M.M., Moscatello, A., Papetti, P., Paccagnella, T., Buzzi, A., Malguzzi, P.: Discharge prediction based on multi-model precipitation forecasts. Meorol. Atmos. Phys. 101, 245–265 (2008)
Dudhia, J.: A non-hydrostatic version of the Penn State/NCAR nesoscale model: validation tests and simulation of an Atlantic cyclone and cold front. Mon. Weather Rev. 121, 1493–1513 (1993)
Epstein, E.S.: Stochastic dynamic prediction. Tellus. 21, 739–757 (1969)
Escriba, P.A., Callado, A., Santos, D., Santos, C., Simarro, J., García-Moya, J.A.: Added value of non-calibrated and BMA calibrated AEMET-SREPS probabilistic forecasts: the 24 January 2009 extreme wind event over Catalonia. Plinius Conference Abstracts, Vol. 11, Plinius11-138-2, 2009, 11th Plinius Conference on Mediterranean Storms (2009)
Foster, I., Kesselman, C.: The Grid: Blueprint for a New Computing Infrastructure, 2nd ed. Morgan Kaufman, San Francisco (2003)
Hong, S-Y., Pan, H-L.: Nonlocal boundary layer vertical diffusion in a medium-range forecast model. Mon. Weather Rev. 124, 2322–2339 (1996)
Hou, D., Kalnay, E., Droegemeier, K.K.: Objective verification of the SAMEX ’98 ensemble forecasts. Mon. Weather Rev. 129, 73–91 (2001)
Kain, J.S., Fritsch, J.M.: Convective parameterization for mesoscale models: The Kain–Fritsch scheme. The representation of cumulus in numerical models, Meteor. Monogr., No 46, Amer. Met., Soc. 165–177 (1993)
Kalnay, E.: Atmospheric Modelling, Data Assimilation and Predictability. Cambridge University Press, Cambridge (2003)
Kotroni, V., Lagouvardos, K.: Precipitation forecast skill of different convective parameterization and microphysical schemes: application for the cold season over Greece. Geophys. Res. Let. 108(10), 1977–1980 (2001)
Kotroni, V., Lagouvardos, K.: Evaluation of MM5 high-resolution real-time forecasts over the urban area of Athens, Greece. J. Appl. Meteor. 43, 1666–1678 (2004)
Krishnamurti, T.N., Kishtawal, C.M., Zhang, Z., Larow, T., Bachiochi, D., Williford, E.: Multimodel ensemble forecasts for weather and seasonal climate. J. Clim. 13, 4196–4216 (2000)
Lagouvardos, K., Kotroni, V., Koussis, A., Feidas, C., Buzzi, A., Malguzzi, P.: The meteorological model BOLAM at the National Observatory of Athens: assessment of two-year operational use. J. Appl. Meteorol. 42, 1667–1678 (2003)
Laure, E., Jones, B.: Enabling Grids for e-Science: The EGEE Project. Grid Computing: Infrastructure, Service, and Application. CRC Press, Boca Raton, pp. 55–72 (2009)
Laure, E., Fisher, S., Frohner, A., et al.: Programming the Grid with gLite. Comput. Methods Sci. Technol. 12(1), 22–45 (2006)
Leith, C.E.: Theoretical skill of Monte Carlo forecasts. Mon. Weather Rev. 102, 409–418 (1974)
Lorenz, E.N.: A study of the predictability of a 28-variable atmospheric model. Tellus. 17, 321–333 (1965)
Lorenz, E.N.: The predictability of a flow which possesses many scales of motion. Tellus. 21, 289–307 (1968)
Montani, A., Capaldo, M., Cesari, D., Marsigli, C., Modigliani, U., Nerozzi, F., Paccagnella, T., Patruno, P., Tibaldi, S.: Operational Limited-Area Ensemble Forecasts Based on the Lokal Modell, ECMWF Newsletter Summer 1998, pp. 2–7, 2003 (2003)
Mościcki, J.T., et al.: Ganga: a tool for computational-task management and easy access to Grid resources. Comput. Phys. Commun. 180, 2303–2316 (2009)
Palmer, T.N., Molteni, F., Mureau, R., Buizza, R., Chapelet, P., Tribbia, J.: Ensemble prediction. Proceedings of the ECMWF Seminar on Validation of models over Europe, vol. 1. ECMWF, Shinfield Park, Reading, UK (1993)
Schultz, P.: An explicit cloud physics parameterization for operational numerical weather prediction. Mon. Weather. Rev. 123, 3331–3343 (1995)
Spencer, P.L., Stensrud, D.J.: Flash flood events: importance of the subgrid representation of convection. Mon. Weather Rev. 126, 2884–2912 (1998)
Tracton, M.S., Kalnay, E.: Ensemble forecasting at NMC: practical aspects. Weather Forecast. 8, 379–398 (1993)
Wei, M., Toth, Z., Wobus, R., Zhu, Y.: Initial perturbations based on the ensemble transform (ET) technique in the NCEP global operational forecast system. Tellus. 60A, 62–79 (2008)
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Lagouvardos, K., Floros, E. & Kotroni, V. A Grid-Enabled Regional-Scale Ensemble Forecasting System in the Mediterranean Area. J Grid Computing 8, 181–197 (2010). https://doi.org/10.1007/s10723-010-9150-3
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DOI: https://doi.org/10.1007/s10723-010-9150-3