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Three- and Four-Dimensional Variational Assimilation with a General Circulation Model of the Tropical Pacific Ocean. Part Ⅱ: Physical Validation

机译:具有热带太平洋总环流模型的三维和四维变分同化。第二部分:物理验证

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Three- and four-dimensional variational assimilation (3DVAR and 4DVAR) systems have been developed for the Ocean Parallelise (OPA) ocean general circulation model of the Laboratoire d'Oceanographie Dynamique et de Climatologie. They have been applied to a tropical Pacific version of OPA and cycled over the period 1993-98 using in situ temperature observations from the Global Temperature and Salinity Pilot Programme. The assimilation system is described in detail in Part Ⅰ of this paper. In this paper, an evaluation of the physical properties of the analyses is underfaken. Experiments performed with a univariate optimal interpolation (OI) scheme give similar results to those obtained with the univariate 3DVAR and are thus not discussed in detail. For the 3DVAR and 4DVAR, it is shown that both the mean state and interannual variability of the thermal field are improved by the assimilation. The fit to the assimilated data in 4DVAR is also very good at timescales comparable to or shorter than the 30-day assimilation window (e.g., at the timescale of tropical instability waves), which demonstrates the effectiveness of the linearized ocean dynamics in carrying information through time. Comparisons with data that are not assimilated are also presented. The intensity of the North Equatorial Counter Current is increased (and improved) in both assimilation experiments. A large eastward bias in the surface currents appears in the eastern Pacific in the 3DVAR analyses, but not in those of 4DVAR. The large current bias is related to a spurious vertical circulation cell that develops along the equatorial strip in 3DVAR. In 4DVAR, the surface current variability is moderately improved. The salinity displays a drift in both experiments but is less accentuated in 4DVAR than in 3DVAR. The better performance of 4DVAR is attributed to multivariate aspects of the 4DVAR analysis coming from the use of the linearized ocean dynamics as a constraint. Even in 4DVAR, however, additional constraints seem necessary to provide better control of the analysis of currents and salinity when observations of those variables are not directly assimilated. Improvements to the analysis can be expected in the future with the inclusion of a multivariate background-error covariance matrix. This and other possible ways of improving the analysis system are discussed.
机译:已经为海洋学实验室动力学和气候学实验室的海洋平行(OPA)海洋总环流模型开发了三维三维同化(3DVAR和4DVAR)系统。它们已应用到热带太平洋版本的OPA中,并使用全球温度和盐度试验计划的原位温度观测值在1993-98年间进行了循环。同化系统在本文的第一部分中进行了详细描述。在本文中,对分析的物理性质的评估是失败的。使用单变量最佳插值(OI)方案执行的实验与使用单变量3DVAR获得的结果相似,因此不再详细讨论。对于3DVAR和4DVAR,结果表明,同化可改善热场的平均状态和年际变化。在与30天同化窗口相当或更短的时间范围内(例如,在热带不稳定波的时间范围内),对4DVAR中的同化数据的拟合也非常好,这证明了线性化海洋动力学在传递信息时的有效性。时间。还介绍了与未同化数据的比较。在两个同化实验中,北赤道逆流的强度均增加(并得到改善)。在3DVAR分析中,东太平洋出现了地表水流的大的东偏,而在4DVAR分析中则没有。大电流偏置与在3DVAR中沿着赤道带发展的虚假垂直循环单元有关。在4DVAR中,表面电流的可变性得到了适度的改善。在两个实验中,盐度均显示出漂移,但4DVAR中的盐度比3DVAR中的盐度小。 4DVAR更好的性能归因于4DVAR分析的多方面因素,这些方面来自于使用线性化海洋动力学作为约束条件。但是,即使在4DVAR中,当未直接吸收这些变量的观测值时,似乎也需要附加约束来更好地控制电流和盐度的分析。通过包含一个多元背景误差协方差矩阵,可以期望在将来对分析进行改进。讨论了改进分析系统的此方法和其他可能方法。

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