IEEE Trans Vis Comput Graph. 2016 Jan;22(1):857-66. doi: 10.1109/TVCG.2015.2467411. Epub 2015 Aug 12.
An eddy is a feature associated with a rotating body of fluid, surrounded by a ring of shearing fluid. In the ocean, eddies are 10 to 150 km in diameter, are spawned by boundary currents and baroclinic instabilities, may live for hundreds of days, and travel for hundreds of kilometers. Eddies are important in climate studies because they transport heat, salt, and nutrients through the world's oceans and are vessels of biological productivity. The study of eddies in global ocean-climate models requires large-scale, high-resolution simulations. This poses a problem for feasible (timely) eddy analysis, as ocean simulations generate massive amounts of data, causing a bottleneck for traditional analysis workflows. To enable eddy studies, we have developed an in situ workflow for the quantitative and qualitative analysis of MPAS-Ocean, a high-resolution ocean climate model, in collaboration with the ocean model research and development process. Planned eddy analysis at high spatial and temporal resolutions will not be possible with a postprocessing workflow due to various constraints, such as storage size and I/O time, but the in situ workflow enables it and scales well to ten-thousand processing elements.
涡旋是与旋转流体体相关联的特征,周围是剪切流体的环。在海洋中,涡旋的直径为 10 到 150 公里,由边界流和斜压不稳定性产生,可能存活数百天,并移动数百公里。涡旋在气候研究中很重要,因为它们通过世界海洋输送热量、盐和营养物质,并且是生物生产力的载体。全球海洋气候模型中涡旋的研究需要大规模、高分辨率的模拟。这对可行(及时)的涡旋分析构成了问题,因为海洋模拟生成了大量的数据,导致传统分析工作流程出现瓶颈。为了能够进行涡旋研究,我们与海洋模型研发过程合作,开发了一种用于定量和定性分析高分辨率海洋气候模型 MPAS-Ocean 的原位工作流程。由于存储大小和 I/O 时间等各种限制,后处理工作流程无法以高时空分辨率进行计划的涡旋分析,但原位工作流程使其成为可能,并且可以很好地扩展到一万个处理元素。