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Chapter 4 Vortex detection - Computer Graphics and Visualization

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4.6. Conclusions<br />

which are not perfectly circular. Another important advantage is that it allows for<br />

quantification of vortices by calculating numerical attributes. The third major advantage<br />

of this method is that it also finds weak vortices, characterized by slow rotational<br />

movement. This will be shown in more detail in another application in Section 6.2.5.<br />

4.6 Conclusions<br />

We have shown examples of physical criteria <strong>and</strong> geometric criteria for vortex <strong>detection</strong>.<br />

Physical, point-based criteria are of limited use, because there does not seem to<br />

exist a generally accepted criterion, which works in all cases. An important drawback<br />

of physical criteria is that they usually do not detect weak vortices, because they often<br />

involve the velocity magnitude or another strength factor, directly or indirectly.<br />

In principle, geometric, region-based criteria are better, because they correspond to<br />

the intuitive visual notion of a vortex, <strong>and</strong> because they are based on the properties<br />

of a whole region, such as a streamline or a number of streamlines. The curvature<br />

centre method performs well in finding (nearly) perfectly circular vortices, but it does<br />

not find elliptical <strong>and</strong> weak vortices. Possible enhancements to the curvature centre<br />

method have been investigated, but did not give a satisfactory result either.<br />

The winding-angle method is much better, because it can detect not only noncircular<br />

but also weak vortices. Another important advantage is that it allows for<br />

quantification of vortices.<br />

<strong>Chapter</strong> 6 will show more comprehensive examples of data sets to which these<br />

vortex <strong>detection</strong> criteria are applied.<br />

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