Dynamic Mode Decomposition of Geostrophically Balanced Motions From SWOT Cal/Val in the Separated Gulf Stream

IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS
Takaya Uchida, 内田貴也, Badarvada Yadidya, Karl E. Lapo, Xiaobiao Xu, Jeffrey J. Early, Brian K. Arbic, Dimitris Menemenlis, Luna Hiron, Eric P. Chassignet, Jay F. Shriver, Maarten C. Buijsman
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Abstract

The decomposition of oceanic flow into its geostrophically balanced and unbalanced motions carries theoretical and practical significance for the oceanographic community. These two motions have distinct dynamical characteristics and affect the transport of tracers differently from one another. The launch of the Surface Water and Ocean Topography (SWOT) satellite provides a prime opportunity to diagnose the surface balanced and unbalanced motions on a global scale at an unprecedented spatial resolution. Here, we apply dynamic-mode decomposition (DMD), a linear-algebraic data-driven method, to tidally-forced idealized and realistic numerical simulations at submesoscale-permitting resolution and one-day-repeat SWOT observations of sea-surface height (SSH) in the Gulf Stream downstream of Cape Hatteras, a region commonly referred to as the separated Gulf Stream. DMD is able to separate out the spatial modes associated with sub-inertial periods from super-inertial periods. The sub-inertial modes of DMD can be used to extract geostrophically balanced motions from SSH fields, which have an imprint of internal gravity waves, so long as the data extends long enough in time. We utilize the statistical relation between relative vorticity and strain rate as the metric to gauge the extraction of geostrophy.

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分离湾流中SWOT Cal/Val地转平衡运动的动态模态分解
将海洋流动分解为地旋平衡运动和非平衡运动,对海洋学界具有理论和实践意义。这两种运动具有不同的动力学特性,对示踪剂输运的影响也不同。地表水和海洋地形卫星(SWOT)的发射为以前所未有的空间分辨率诊断全球范围内的地表平衡和不平衡运动提供了一个绝佳的机会。在这里,我们将动态模式分解(DMD),一种线性代数数据驱动的方法,应用于潮汐强迫的理想和现实的亚中尺度分辨率的数值模拟,以及哈特拉斯角下游墨西哥湾流的海面高度(SSH)的一天重复SWOT观测,该地区通常被称为分离的墨西哥湾流。DMD能够从超惯性周期中分离出与亚惯性周期相关的空间模式。只要数据时间足够长,DMD的亚惯性模式可以用于从具有内重力波印记的地壳运动场中提取地转平衡运动。我们利用相对涡度和应变率之间的统计关系作为度量来衡量地貌学的提取。
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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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