首页> 外文会议>Remote Sensing and Modeling of Ecosystems for Sustainability IV; Proceedings of SPIE-The International Society for Optical Engineering; vol.6679 >A Three-Dimensional Variational Data Assimilation System for A Climate Model - Basic Scheme and Tests
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A Three-Dimensional Variational Data Assimilation System for A Climate Model - Basic Scheme and Tests

机译:气候模型的三维变分数据同化系统-基本方案和试验

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In this study, a scheme of three-dimensional variational data assimilation (3D-Var) is introduced for a grid-point Atmospheric General Circulation Model, developed by the Institute of Atmospheric Physics, Chinese Academy of Sciences (IAP/CAS-AGCM). The scheme adopts stream function, unbalanced potential velocity, unbalanced geopotential height and relative humidity as analysis variables which are independent of each other. In order to avoid the complexity of background error covariance (B) and reduce the tremendous cost of minimization , variable transform and Conjugate-Gradient Method are used here. Meanwhile, a relationship among multivariable is considered. To test the validity of system and dynamical constraints between mass field and wind field, many experiments including single observation and continuous assimilation added in model are performed, The results show that the relationship among multivariable is reasonable and improvement because of the assimilation is obvious.
机译:在这项研究中,为中国科学院大气物理研究所(IAP / CAS-AGCM)开发的网格点大气总环流模型引入了三维变分数据同化(3D-Var)方案。该方案采用流函数,不平衡势速,不平衡地势高度和相对湿度作为相互独立的分析变量。为了避免背景误差协方差(B)的复杂性并减少最小化的巨大成本,此处使用了变量变换和共轭梯度法。同时,考虑多变量之间的关系。为了验证系统的有效性和质量场与风场之间的动力学约束,进行了多次实验,包括在模型中添加了单观测和连续同化的结果,结果表明多变量之间的关系是合理的,并且由于同化是明显的。

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