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Seeking for a Trade-Off Between Accuracy and Timeliness in Meteo-Hydrological Modeling Chains

机译:在Meto-Druthology造型链中的准确性和及时性之间寻求权衡

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The level of detail achieved by operational General Circulation Models (e.g., the HRES 9km resolution forecast recently launched by the ECMWF) raises questions about the most appropriate use of Limited Area Models, which provide for further dynamical downscaling of the weather variables. The two main objectives targeted in hydro-meteorological forecasts, i.e. accuracy and timeliness, are to some extent conflicting. Accuracy and precision of a forecast can be evaluated by proper statistical indices based on observations, while timeliness mainly depends on the spatial resolution of the grid and the computational resources used. In this research, several experiments are set up applying the Advanced Research Weather Research and Forecasting (WRF-ARW) Model to a weather event occurred in Southern Italy in 2018. Forecast accuracy is evaluated both for the HRES ECMWF output and that provided by WRF dynamical downscaling at different resolutions. Furthermore, timeliness of the forecast is assessed adding to the time needed for GCM output availability the time needed for Limited Area simulations at different resolutions and using varying core numbers. The research provides useful insights for the operational forecast in the study area, highlighting the level of detail required and the current weaknesses hindering correct forecast of the hydrological impact of extreme weather events.
机译:通过运营一般循环模型实现的细节水平(例如,ECMWF最近推出的HRES 9KM分辨率预测)提出了关于最适当使用有限区域模型的问题,这提供了对天气变量的进一步动态缩小。在水力气象预测中的两个主要目标,即准确性和及时性,在一定程度上相互冲突。预测的准确性和精度可以通过基于观察的适当统计指数来评估,而时机主要取决于电网的空间分辨率和所使用的计算资源。在这项研究中,在2018年在意大利南部发生的天气事件将先进的研究天气研究和预测(WRF-ARW)模型设立了几个实验。预测准确性都是针对HRES ECMWF输出和WRF动态提供的预测精度在不同的决议上贬低。此外,评估预测的及时性地增加了GCM输出可用性在不同分辨率下有限区域模拟所需的时间和使用不同的核心号码所需的时间。该研究为研究区域的运营预测提供了有用的见解,突出了所需的细节水平和当前弱点,妨碍了极端天气事件的水文影响的正确预测。

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