Structural and Dynamical Quality Assessment of Gap-Filled Sea Surface Temperature Products

IF 2.9 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Earth and Space Science Pub Date : 2024-10-02 DOI:10.1029/2023EA003088
Cristina González-Haro, Jordi Isern-Fontanet, Antonio Turiel, Christopher J. Merchant, Peter Cornillon
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Abstract

Previous studies that intercompared global Level-4 (L4) sea surface temperature (SST) analyses were centered on the assessment of the accuracy and bias of SST by comparing them with independent near-surface Argo profile temperature data. This type of assessment is centered on the absolute value of SST rather than on SST spatial properties (gradients), which is more relevant to the study of oceanographic features (e.g., fronts, eddies, etc.) and ocean dynamics. Here, we use, for the first time, the spectrum of singularity exponents to assess the structural and dynamical quality of different L4 gap-filled products based on the multifractal theory of turbulence. Singularity exponents represent the geometrical projection of the turbulence cascade, and its singular spectrum can be related to the probability density function of the singularity exponents normalized by the scale. Our results reveal that the different schemes used to produce the L4 SST products generate different singularity spectra, which are then used to identify a potential loss of dynamical information or structural coherence. This new diagnostic constitutes a valuable tool to assess the structural quality of SST products and can support data satellite SST producers efforts to improve the interpolation schemes used to generate gap-filled SST products.

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填隙式海面温度产品的结构和动力学质量评估
以往对全球四级海面温度(SST)分析进行相互比较的研究,主要是通过与独立的近地表 Argo 剖面温度数据进行比较,评估 SST 的准确性和偏差。这类评估的核心是海表温度的绝对值,而不是海表温度的空间特性(梯度),后者与海洋学特征(如锋面、漩涡等)和海洋动力学研究更为相关。在此,我们根据湍流的多分形理论,首次使用奇异指数谱来评估不同 L4 缺口填充产品的结构和动力学质量。奇异指数代表了湍流级联的几何投影,其奇异谱可以与奇异指数按尺度归一化的概率密度函数相关联。我们的研究结果表明,用于生成 L4 SST 产物的不同方案会产生不同的奇异谱,然后利用这些奇异谱来识别动态信息或结构一致性的潜在损失。这一新的诊断方法是评估 SST 产品结构质量的宝贵工具,可为数据卫星 SST 制作者提供支持,帮助他们改进用于生成间隙填充 SST 产品的插值方案。
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来源期刊
Earth and Space Science
Earth and Space Science Earth and Planetary Sciences-General Earth and Planetary Sciences
CiteScore
5.50
自引率
3.20%
发文量
285
审稿时长
19 weeks
期刊介绍: Marking AGU’s second new open access journal in the last 12 months, Earth and Space Science is the only journal that reflects the expansive range of science represented by AGU’s 62,000 members, including all of the Earth, planetary, and space sciences, and related fields in environmental science, geoengineering, space engineering, and biogeochemistry.
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