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Ensemble wave forecasting over typhoon period

机译:在台风时期的集合波预测

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The purpose of this study is to quantitatively assess the effect of uncertainties on the wave forecasts using the ensemble approach. The ensemble method is an effective approach to assess the effect of the model uncertainty by producing not only one, but several forecasts. The ensemble wave modelling system was applied to the Taiwan sea area, especially for typhoon wave. There are four different operational atmospheric models that provide predictions of wind at 10 m height above sea surface. The simulated wave of WAVEWATCH III drove from NCEP, JMA, NFS, and WRF wind fields. From the simulated wave heights of all ensemble members, it can be clearly seen that the uncertainties from the atmospheric predictions have significantly affected the predicted hydrodynamic results. A further ensemble statistics, including the ensemble mean, and mean ± standard deviation. The measurement outcome scatters in between wave forecasting of mean + standard deviation and mean - standard deviation, which proves that the ensemble forecasting is able to reasonably predict typhoon waves. Therefore, the accuracy of the predictions of waves can be significantly improved by using ensemble approach closer to the observed wave measurement.
机译:本研究的目的是通过集合方法定量评估不确定性对波预测对波预测的影响。该集合方法是评估模型不确定的效果来评估模型不仅产生的效果,而是几个预测。集合波形建模系统应用于台湾海域,特别是台风浪潮。有四种不同的运行大气模型,在海面高于10米高度的情况下提供风的预测。波动III的模拟波从NCEP,JMA,NFS和WRF风田开车。从所有集合构件的模拟波浪高度来看,可以清楚地看出,大气预测的不确定性显着影响了预测的流体动力学结果。另一个集合统计数据,包括集合均值和平均值±标准偏差。测量结果在平均值+标准偏差和平均标准偏差之间的波预测之间散发,证明了集合预测能够合理地预测台风波。因此,通过使用更接近观察到的波测量的集合方法,可以显着改善波的预测的准确性。

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