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4. Statistical analysis

The upper panel of Fig. 2 (click here) shows the distribution of the selected lines at different pixel-scales (different symbols) versus relative line strength (abscissa). The lower panel displays the information alternatively as the fraction of rejected lines at a given pixel-scale and line intensity. One should keep in mind that the lines useful for calibration purposes are in the longward intensity tail, roughly at tex2html_wrap_inline1188. The fraction of rejected lines depends strongly on the pixel-scale. At lower pixel-scales (higher resolutions) than considered in this paper, enough totally unblended lines can be selected. At higher pixel-scales (lower resolutions) than considered here, almost all Th lines are blended. The absolute number of useful lines does not increase significantly towards lower line intensities. This is true over almost the whole pixel-scale interval under consideration. Hence, the use of more (and thus also weaker) lines without appropriate selection for blends, in an attempt to average out most of the blending influences, inevitably introduces more strongly blended lines with lower S/N! The conclusions presented here remain valid for more restricted wavelength intervals within our considered range.

  figure303
Figure 2: Number of selected lines in bins of relative line strength, for different pixel-scales (labels refer to tex2html_wrap_inline1116/pixel-scale). The full line is the input distribution (laboratory resolution). The lower panel gives the fraction of rejected lines in the same parameter space

From here on, we restrict our attention to the subsample of useful lines. Figure 3 (click here) shows the distribution of the selected lines over wavelength, together with the input distribution. At the higher pixel-scales, the absolute number of useful lines in the red becomes higher than in the blue, while the original input data show a line density ratio of roughly 3 in the other sense. The crowding of lines in the blue Th spectrum starts to provide more useful calibrators than in the red only at pixel-scales tex2html_wrap_inline1192.

  figure309
Figure 3: Distribution in wavelength (tex2html_wrap_inline1194-bins) of the original sample and of the samples selected at the different pixel-scales. Symbols as in Fig. 2 (click here)

The distribution of the displacements of the selected calibration lines is shown in Table 3 (click here) for the different pixel-scales. The strong concentration towards low values indicates that the number of useful lines does not increase significantly by including lines with displacements larger than a few 10-2 pix.

 

tex2html_wrap_inline1202 [pix] 100000 50000 43700 33333 25000
tex2html_wrap_inline1204 2069 1209 1051 771 523
0.005-0.010 105 136 121 110 127
0.010-0.020 145 162 195 175 152
0.020-0.030 89 105 111 129 109
0.030-0.040 72 84 76 78 62
0.040-0.050 44 40 40 41 40
Table 3:   The number of selected lines with a displacement tex2html_wrap_inline1160 from the position of the principal component inside the range given in the first column for different pixel-scales (column headers refer to tex2html_wrap_inline1116/pixel-scale)

 

s [pix] 100000 50000 43700 33333 25000
tex2html_wrap_inline1212 2252 1448 1310 1019 740
0.001-0.003 163 166 149 168 146
0.003-0.005 66 65 80 64 65
0.005-0.010 35 34 34 30 41
0.010-0.015 8 19 18 17 19
Table 4:  Discretisation stability of the blend wavelengths of the selected lines for a given pixel-scale (column headers refer to tex2html_wrap_inline1116/pixel-scale). The parameter s given in the first column, is the rms of the blend wavelengths calculated for 20 different discretisations in steps of 0.05pix

The stability of the predicted blend wavelength with respect to sub-pixel location is in the large majority of the selected cases excellent with respect to the required accuracy (Table 4 (click here)). The correlation between displacement tex2html_wrap_inline1202 and discretisation stability s is shown in Fig. 4 (click here). Also these data suggest that a selection on the stability indicator that is stricter than the one used in the calculations (tex2html_wrap_inline1218) is appropriate. We suggest to use tex2html_wrap_inline1220 depending on the pixel-scale.

  figure341
Figure 4: Line displacement tex2html_wrap_inline1202 against discretisation stability s (see also Tables 3 (click here) and 4 (click here)) for the highest pixel-scale tex2html_wrap_inline1062. Only lines with tex2html_wrap_inline1228 and tex2html_wrap_inline1230 are shown. At lower pixel-scales, the data occupy the same area, but with an increasing density towards small displacements and high stability


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