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The significance of coherent flow structures for the turbulent mixing ...

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3.2 Evaluation <strong>of</strong> stereo-scopic image pairs<br />

distortions can be hardly avoided and systematic errors appear as indicated in figure 3.7. <strong>The</strong><br />

so called de-sampling method yield better results, provided each pixel is subdivided in at least<br />

four sub-pixel or <strong>the</strong> bilinear interpolation where <strong>the</strong> grey levels <strong>of</strong> <strong>the</strong> four nearest integral<br />

neighbours <strong>of</strong> a non integral coordinate are consulted to determine <strong>the</strong> appropriate value. More<br />

sophisticated approaches like fitting a ¬v®pâäã¡åÀã type surface through a much larger number <strong>of</strong><br />

neighbours (cubic convolution interpolation method) yield much smoo<strong>the</strong>r results but at <strong>the</strong><br />

cost <strong>of</strong> computational time. For this reason <strong>the</strong> bilinear approach was applied <strong>for</strong> <strong>the</strong> analysis<br />

<strong>of</strong> <strong>the</strong> results shown in chapter 5 to 7.<br />

3.2.3 Vector field warping<br />

As <strong>the</strong> proper de-warping in <strong>the</strong> image space is time consuming and requires a redistribution<br />

<strong>of</strong> <strong>the</strong> original images, which does not increase confidence 4 , <strong>the</strong> de-warping can be per<strong>for</strong>med<br />

in <strong>the</strong> vector space as soon as <strong>the</strong> conventional line-by-line interrogation procedure has been<br />

applied. Using this approach <strong>the</strong> equally spaced grid points in <strong>the</strong> object space are trans<strong>for</strong>med<br />

into <strong>the</strong> image space according to <strong>the</strong> trans<strong>for</strong>mation equations (3.6) and (3.7), and <strong>the</strong> velocity<br />

at each image grid point is calculated by means <strong>of</strong> linear interpolation. In order to minimise or<br />

avoid <strong>the</strong> interpolation procedure, <strong>the</strong> acquired images can ei<strong>the</strong>r be evaluated with a smaller<br />

step-size or interrogated at <strong>the</strong> proper positions given by <strong>the</strong> grid points in <strong>the</strong> object space.<br />

<strong>The</strong> inherent drawback <strong>of</strong> this approach is <strong>the</strong> fact that <strong>the</strong> magnification factor varies over<br />

<strong>the</strong> field <strong>of</strong> view as well as <strong>the</strong> measurement error and <strong>the</strong> detectability [51, 52]. Fur<strong>the</strong>rmore,<br />

if <strong>the</strong> camera system is symmetrical and located on one side <strong>of</strong> <strong>the</strong> light-sheet (left image<br />

in figure 3.4), <strong>the</strong> interrogation windows from each <strong>of</strong> a pair <strong>of</strong> stereoscopic images backprojection<br />

in <strong>the</strong> physical space may differ substantially in size, which means that in effect<br />

different <strong>flow</strong> volumes are considered <strong>for</strong> <strong>the</strong> calculation <strong>of</strong> <strong>the</strong> third velocity component 5 .<br />

<strong>The</strong> <strong>significance</strong> <strong>of</strong> this statement will be considered in <strong>the</strong> section 3.3. For applications in<br />

large wind tunnels <strong>the</strong> problem is fur<strong>the</strong>r increased due to unequal object distances or nonsymmetric<br />

stereoscopic PIV set-ups.<br />

3.2.4 Interrogation window warping<br />

In order to avoid any modification <strong>of</strong> <strong>the</strong> measured grey-level distribution itself and to be<br />

independent <strong>of</strong> interpolation algorithms in <strong>the</strong> vector space, an alternative approach can be<br />

implemented based on a local distortion <strong>of</strong> <strong>the</strong> size and shape <strong>of</strong> <strong>the</strong> interrogation window<br />

in such a way that <strong>the</strong> number <strong>of</strong> particle images remains constant over <strong>the</strong> field <strong>of</strong> view<br />

and <strong>the</strong> shape varies in a way that <strong>the</strong> back-projection <strong>of</strong> <strong>the</strong> local interrogation areas into<br />

<strong>the</strong> object space is always <strong>the</strong> best approximation to a square or o<strong>the</strong>r desired shapes 6 . This<br />

can be easily done ei<strong>the</strong>r by calculating a direct correlation, which is not restricted to radix-2<br />

sized interrogation window dimensions with rectangular shape as <strong>the</strong> conventional FFT-based<br />

4 An initially circular particle image <strong>for</strong> example may appear elliptically after <strong>the</strong> trans<strong>for</strong>mation has been per<strong>for</strong>med.<br />

This artifact can bias or lower <strong>the</strong> principal measurement accuracy.<br />

5 In <strong>the</strong> case <strong>of</strong> a symmetrical setup with a light-sheet between <strong>the</strong> two cameras (dashed configuration in figure<br />

3.2 and right image in figure 3.4) <strong>the</strong> fluid elements considered <strong>for</strong> <strong>the</strong> calculation <strong>of</strong> <strong>the</strong> third velocity<br />

component are equal in size but <strong>the</strong> spatial resolution remains a function <strong>of</strong> <strong>the</strong> image location.<br />

6 <strong>The</strong> in<strong>for</strong>mation concerning <strong>the</strong> position, size and shape <strong>of</strong> <strong>the</strong> interrogation window is known from <strong>the</strong> calibration<br />

grid analysis simply by substituting all desired values <strong>of</strong> <strong>the</strong> object plane into <strong>the</strong> equations and using<br />

a nearest neighbour approach to find <strong>the</strong> appropriate position in <strong>the</strong> image plane.<br />

45

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