CYGNUS-RD / reconstruction

Camera and scope analysis tools
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Round of developments: Vignetting correction and Cosmic killer #122

Closed emanueledimarco closed 3 years ago

emanueledimarco commented 3 years ago

This PR includes two main developments and some additions / fixes:

  1. Vignetting correction (for LIME). This is from run 3806 with ~40 images of 10s exposure. Since the noise at the top/bottom is large, the correction is set to 1 there. The map wrt @davidepinci one is 12x12 (not 16x16) to get better the GEM slices borders

image

The correction is 1/this map and it is applied before the zero-suppression not to amplify the noise. In any case the noise surviving the ZS is visibly amplified, but it doesn't seem to be caught by the clustering

  1. Cosmic killer. @gianlucacavoto @davidepinci From LIME with cosmics & AmBe data, it seems that there is a large occupancy of short, low density clusters in the region of low LY due to vignetting. This is visible in the "isolation" plot (number of clusters in a circle of DeltaR<5cm around a cluster vs distance from center of the sensor):

image

Investigating, it seems that they are due to cosmic tracks that, due to vignetting, have pieces that goes under ZS threshold and are more easily split than in the high LY region. This is partially solved by correction 1., not completely, because the ZS is done before the vignetting correction.

So the implementation of the "cosmic killer":

this can be used to filter more of the clusters from unattached cosmic pieces of tracks.

With this PR two additional things come:

image

@baracch @SamueleTorelli

image

@davidepinci @gianlucacavoto