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Scientific design and preliminary results of three-dimensional variational data assimilation system of GRAPES

机译:GRAPES的三维变分数据同化系统的科学设计和初步结果

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The scientific design and preliminary results of the data assimilation component of the Global-Regional Prediction and Assimilation System (GRAPES) recently developed in China Meteorological Administration (CMA) are presented in this paper. This is a three-dimensional variational (3DVar) assimilation system set up on global and regional grid meshes favorable for direct assimilation of the space-based remote sensing data and matching the frame work of the prediction model GRAPES. The state variables are assumed to decompose balanced and unbalanced components. By introducing a simple transformation from the state variables to the control variables with a recursive or spectral filter, the convergence rate of iteration for minimization of the cost function in 3DVar is greatly accelerated. The definition of dynamical balance depends on the characteristic scale of the circulation considered. The ratio of the balanced to the unbalanced parts is controlled by the prescribed statistics of background errors. Idealized trials produce the same results as the analytic solution. The results of real data case studies show the capability of the system to improve analysis compared to the traditional schemes. Finally, further development of the system is discussed.
机译:本文介绍了中国气象局(CMA)最近开发的全球-区域预测和同化系统(GRAPES)的数据同化组件的科学设计和初步结果。这是在全局和区域网格上建立的三维变分(3DVar)同化系统,有利于直接同化天基遥感数据并匹配预测模型GRAPES的框架。假定状态变量分解了平衡和不平衡的分量。通过使用递归或频谱滤波器从状态变量到控制变量的简单转换,大大加快了3DVar中成本函数最小化的迭代收敛速度。动态平衡的定义取决于所考虑的循环的特征尺度。平衡部分与不平衡部分的比率由背景误差的规定统计量控制。理想的试验产生的结果与分析解决方案相同。实际数据案例研究的结果表明,与传统方案相比,该系统具有改进分析的能力。最后,讨论了系统的进一步开发。

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