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Application of Adjoint-based Forecast Sensitivities to Asian Dust Transport Events in Korea

机译:基于伴随的预测敏感性在韩国亚洲粉尘运输事件中的应用

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Sensitivities of the forecast to changes in the initial state are evaluated for an Asian dust event, which affected the Korean Peninsula on 7 to 9 April 2006, to understand the impact of initial condition uncertainties on the forecast and thence to suggest the sensitive regions for adaptive observations of the Asian dust. To assess the forecast sensitivities, adjoint-based sensitivities were used. Sensitive regions are located over the northwestern part of Mongolia at the initial time, then propagate to Inner Mongolia and Manchuria. Close to the verification time, sensitive regions as determined by adjoint-based forecast sensitivities coincide with the passage of the Asian dust. Forecast error for the atmospheric circulation during the dust event is reduced 57.4% by extracting properly weighted adjoint-based forecast sensitivity perturbations from the initial state, and the correction occurs primarily in the upper troposphere where the forecast error is the largest. The improvement in the overall forecast implies that adjoint-based forecast sensitivities would be beneficial in determining the observational sites and in improving the forecast of Asian dust events. An additional experiment with another Asian dust event confirms the validity of adjoint-based forecast sensitivities to Asian dust events.
机译:针对2006年4月7日至9日影响朝鲜半岛的亚洲沙尘事件,评估了预报对初始状态变化的敏感性,以了解初始条件不确定性对预报的影响,从而为适应性气候变化建议敏感区域亚洲尘埃的观测。为了评估预测的敏感性,使用了基于伴随的敏感性。最初,敏感区域位于蒙古西北部,然后传播到内蒙古和满洲。在验证时间临近时,由基于伴随的预报敏感性确定的敏感区域与亚洲尘埃的通过相吻合。通过从初始状态中提取适当加权的基于伴随的预测灵敏度扰动,可将尘埃事件期间大气环流的预测误差降低57.4%,并且校正主要发生在对流层中的预测误差最大的地方。总体预报的改进意味着基于伴随的预报敏感性将有助于确定观测地点和改进对亚洲沙尘事件的预报。另一个亚洲尘埃事件的另一个实验证实了基于伴随的预报对亚洲尘埃事件的敏感性的有效性。

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