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Implicit Ray Casting of the Parallel Vectors Operator

机译:平行矢量运算符的隐式射线铸造

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Feature extraction is an essential aspect of scientific data analysis, as it allows for a data reduction onto relevant structures. The extraction of such features from scalar and vector fields, however, can be computationally expensive and numerically challenging. In this paper, we concentrate on 3D line features in vector fields that are defined by the parallel vectors operator. Common examples are vortex corelines and hyperbolic trajectories, i.e., lines around which particles are rotating, or from which particles are repelled and attracted locally the strongest. In our work, we use a GPU volume rendering framework to calculate the lines on-the-fly via a parallel vectors implementation in the volume rendering kernels. We achieve real-time performance for the feature curve extraction, which enables interactive filtering and parameter adjustment.
机译:特征提取是科学数据分析的重要方面,因为它允许将数据降低到相关结构上。然而,从标量和矢量字段提取这些特征,可以在计算上昂贵且数值具有挑战性。在本文中,我们专注于由并行矢量运营商定义的矢量字段中的3D线特征。常见的例子是涡旋Corelines和双曲线轨迹,即,颗粒旋转的线条,或者从哪个颗粒被排斥并局部吸引最强。在我们的工作中,我们使用GPU卷渲染框架通过卷渲染内核中的并行向量计算,通过并行向量实现。我们达到了特征曲线提取的实时性能,这实现了交互式过滤和参数调整。

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