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函数图像族的交互式可视化分析

Interactive visual analysis of families of function graphs.

作者信息

Konyha Zoltán, Matković Kresimir, Gracanin Denis, Jelović Mario, Hauser Helwig

机构信息

VRVis Research Center, Vienna, Austria.

出版信息

IEEE Trans Vis Comput Graph. 2006 Nov-Dec;12(6):1373-85. doi: 10.1109/TVCG.2006.99.

Abstract

The analysis and exploration of multidimensional and multivariate data is still one of the most challenging areas in the field of visualization. In this paper, we describe an approach to visual analysis of an especially challenging set of problems that exhibit a complex internal data structure. We describe the interactive visual exploration and analysis of data that includes several (usually large) families of function graphs fi (x, t). We describe analysis procedures and practical aspects of the interactive visual analysis specific to this type of data (with emphasis on the function graph characteristic of the data). We adopted the well-proven approach of multiple, linked views with advanced interactive brushing to assess the data. Standard views such as histograms, scatterplots, and parallel coordinates are used to jointly visualize data. We support iterative visual analysis by providing means to create complex, composite brushes that span multiple views and that are constructed using different combination schemes. We demonstrate that engineering applications represent a challenging but very applicable area for visual analytics. As a case study, we describe the optimization of a fuel injection system in diesel engines of passenger cars.

摘要

多维和多变量数据的分析与探索仍是可视化领域中最具挑战性的领域之一。在本文中,我们描述了一种针对一组特别具有挑战性的问题进行可视化分析的方法,这些问题呈现出复杂的内部数据结构。我们描述了对包含几个(通常是大量的)函数图fi(x, t)族的数据进行交互式可视化探索与分析。我们描述了针对此类数据的交互式可视化分析的分析过程和实际方面(重点是数据的函数图特征)。我们采用了经过充分验证的多视图链接方法,并结合先进的交互式刷选来评估数据。使用诸如直方图、散点图和平行坐标等标准视图来共同可视化数据。我们通过提供创建跨多个视图且使用不同组合方案构建的复杂复合画笔的方法来支持迭代式可视化分析。我们证明工程应用是可视化分析中一个具有挑战性但非常适用的领域。作为一个案例研究,我们描述了乘用车柴油发动机燃油喷射系统的优化。

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