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Application of Nonlinear Constraints in a Three-Dimensional Variational Ocean Analysis

机译:非线性约束在三维变分海洋分析中的应用

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摘要

Two kinds of nonlinear constraints, not previously studied in oceanography, have been adopted with the Preconditioned Optimizing Utility for Large-dimensional analyses (POpULar) in a three-dimensional oceanic variational analysis in the equatorial Pacific. One is the constraint for the variational Quality Control (QC) procedure and the other is used to avoid density and temperature inversions. Estimation of the large heat content anomaly in the upper ocean related to El Nino and La Nina phenomena is improved with the variational QC. For example, it prevents unusual but correct observation data on the thermocline deepening in the 1997/98 El Nino from being ignored. As a result, it improves the temperature field estimation in the eastern equatorial Pacific. The constraint for avoiding inversions prevents the low salinity layer at the surface and the barrier layer in the eastern equatorial Pacific in the El Nino period from being destroyed by the convective adjustment procedure performed after minimizing the cost function. Incorporating nonlinear constraints in variational analyses is thus a strong candidate for increasing the accuracy of analysis.
机译:在赤道太平洋的三维海洋变分分析中,大尺寸分析的预处理优化实用程序(POpULar)已采用了海洋学以前没有研究过的两种非线性约束。一个是变化质量控制(QC)程序的约束条件,另一个是避免密度和温度倒置的约束条件。通过变分QC可以改善与El Nino和La Nina现象有关的上层海洋大热量含量异常的估计。例如,它可以防止忽略关于1997/98年厄尔尼诺现象的温跃层加深的异常但正确的观测数据。结果,它改善了赤道东太平洋的温度场估计。避免反演的约束防止了厄尔尼诺时期赤道东太平洋表面的低盐度层和阻挡层被最小化成本函数后进行的对流调整程序破坏。因此,在变分分析中纳入非线性约束是提高分析准确性的强有力的选择。

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