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Theoretical analyses and numerical experiments of variational assimilation for one-dimensional ocean temperature model with techniques in inverse problems

机译:一维海洋温度模型反求方法变分同化的理论分析和数值实验

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In the present work, the data assimilation problem in meteorology and physical oceanography is re-examined using the variational optimal control approaches in combination with regularization techniques in inverse problem. Here the estimations of the initial condition, boundary condition and model parameters are performed simultaneously in the framework of variational data assimilation. To overcome the difficulty of ill-posedness, especially for the model parameters distributed in space and time, an additional term is added into the cost functional as a stabilized functional. Numerical experiments show that even with noisy observations the initial conditions and model parameters are recovered to an acceptable degree of accuracy.
机译:在目前的工作中,使用变分最优控制方法结合反问题中的正则化技术,重新审查了气象学和物理海洋学中的数据同化问题。在这里,初始条件,边界条件和模型参数的估计在变分数据同化的框架中同时进行。为了克服不适定性的困难,尤其是对于时空分布的模型参数,将附加项添加到成本函数中作为稳定函数。数值实验表明,即使有嘈杂的观察,初始条件和模型参数也可以恢复到可接受的精度。

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