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Interactive Visual Analysis of Complex Scientific Data as Families of Data Surfaces

机译:作为数据表面族的复杂科学数据的交互式可视化分析

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The widespread use of computational simulation in science and engineering provides challenging research opportunities. Multiple independent variables are considered and large and complex data are computed, especially in the case of multi-run simulation. Classical visualization techniques deal well with 2D or 3D data and also with time-dependent data. Additional independent dimensions, however, provide interesting new challenges. We present an advanced visual analysis approach that enables a thorough investigation of families of data surfaces, i.e., datasets, with respect to pairs of independent dimensions. While it is almost trivial to visualize one such data surface, the visual exploration and analysis of many such data surfaces is a grand challenge, stressing the users’ perception and cognition. We propose an approach that integrates projections and aggregations of the data surfaces at different levels (one scalar aggregate per surface, a 1D profile per surface, or the surface as such). We demonstrate the necessity for a flexible visual analysis system that integrates many different (linked) views for making sense of this highly complex data. To demonstrate its usefulness, we exemplify our approach in the context of a meteorological multi-run simulation data case and in the context of the engineering domain, where our collaborators are working with the simulation of elastohydrodynamic (EHD) lubrication bearing in the automotive industry.
机译:计算模拟在科学和工程中的广泛使用提供了具有挑战性的研究机会。考虑了多个自变量,并计算了大而复杂的数据,尤其是在多次运行仿真的情况下。经典的可视化技术可以很好地处理2D​​或3D数据以及与时间有关的数据。但是,其他独立维度则带来了有趣的新挑战。我们提供了一种先进的视觉分析方法,该方法可以针对成对的独立维度对数据表面族(即数据集)进行彻底调查。尽管可视化一个这样的数据表面几乎是微不足道的,但是许多这样的数据表面的可视化探索和分析却是一个巨大的挑战,这会加重用户的感知和认知。我们提出了一种在不同级别集成数据表面的投影和聚合的方法(每个表面一个标量聚合,每个表面一维轮廓或表面本身)。我们证明了灵活的可视化分析系统的必要性,该系统集成了许多不同的(链接的)视图以使这种高度复杂的数据有意义。为了证明其有用性,我们在气象多轮模拟数据案例的背景下以及在工程领域的背景下举例说明了我们的方法,在此领域,我们的合作者正在与汽车工业中的弹性流体动力(EHD)润滑轴承进行仿真。

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