Difference Image Photometry - problems in wide field cameras
Wide field cameras frequently come with their own inherent difficulties
with this technique since it is not always possible to optically
correct the image
to be in perfect focus and have a constant PSF across the camera.
Here's an example of a wide field image taken with a 2048x2048 pixel CCD
camera (again of M31). The actual PSF matching between images is
accomplished with a Fourier technique described in
Phillips and Davis (1995)
The left side panels shows a 128x128 pixel
subimage close to the center of the original frame
(upper left panel) with the mean galaxy background
subtracted from the image, and its difference image (lower left panel).
A suitable star close to this region
has been used to empirically determine the PSF matching
convolution kernel to match the image pair being differenced.
All structure
in the unsubtracted data has been effectively removed; the residuals
around the brightest star are an unavoidable artifact
due to it being saturated on the original
CCD image.
However, applying the same convolution kernel to a region located
500 pixels away (upper right panel) shows large systematic residuals
in its
difference frame on the scale of the PSF (lower right panel). This
indicates a poor match of the PSF in this region and shows that there
is no unique solution to the matching convolution kernel applicable to
the entire frame. Effective subtraction of the full image can only be
done by modeling the spatially varying PSF kernel using the limited
number of appropriate PSF matching stars on the frame.
Once the images are PSF-matched with a spatially varying convolution
kernel the quality of the subtraction for the entire
frame becomes comparable to the lower left panel.
The inset image
in the lower right corner is the new difference image located in the
region of the box in the upper right panel. A clear detection of a
point source is now made, which was almost
completely hidden in the systematic
residuals in the first attempt at matching the PSF.
All differences are displayed in the same intensity range; the intensity
range of the upper panels is five times larger.