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Adjustment of Near-Equatorial Wind Stress with Four-Dimensional Variational Data Assimilation in a Model of the Pacific Ocean

机译:利用太平洋模式中的多维变分数据同化调整近赤道风应力

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A four-dimensional variational scheme is described in which ocean observations are assimilated into an ocean general circulation model using wind stress forcing fields as control variables. Idealized ("twin") experiments are performed to evaluate the possibility of reconstructing wind stress variability and its oceanic response from synthetic observations of the ocean state. Two types of wind stress errors are considered: time-varying errors associated with a wind burst and constant errors associated with a wind stress bias. Both sets of experiments demonstrate that the spatial structure of the wind stress variations is well reconstructed, while the estimation of their amplitude and time evolution is less accurate. Sparser equatorial sampling, similar to that of the Tropical Atmosphere-Ocean array, only slightly degrades the analysis. Omitting velocity and salinity observations leads to a less accurate amplitude and time evolution of the wind stress increment. Still, general features are captured in the analysis when only temperature observations are assimilated. Additional twin experiments point out that errors in thermal structure due to errors in the model and initial conditions can only partly be corrected by modifying the wind stress forcing. To change the shape and position of the thermocline through a wind stress correction requires an adjustment time scale of several weeks. The temperature gradient can be changed by the correction of wind stress errors, but controlling model error, initial conditions, or both may be necessary to correct for this type of systematic error more effectively.
机译:描述了一种四维变分方案,其中使用风应力强迫场作为控制变量将海洋观测同化为海洋总环流模型。进行了理想的(“双胞胎”)实验,以评估从海洋状态的综合观测结果中重建风应力变化及其海洋响应的可能性。考虑了两种类型的风应力误差:与风爆发相关的时变误差和与风应力偏差相关的恒定误差。两组实验都表明,风应力变化的空间结构可以很好地重建,而其幅度和时间演化的估算则不太准确。与热带大气-海洋阵列类似,稀疏的赤道采样只会稍微降低分析质量。忽略速度和盐度观测值会导致风应力增量的幅度和时间演变不太准确。但是,仅将温度观测值同化时,分析中便会捕获一般特征。额外的孪生实验指出,由于模型和初始条件的错误导致的热结构错误只能通过修改风应力强迫来部分纠正。要通过风应力校正来更改温跃层的形状和位置,需要几周的调整时间。可以通过校正风应力误差来更改温度梯度,但是可能需要控制模型误差和/或初始条件,才能更有效地校正此类系统误差。

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