WFPC2 PSF Subtraction
Purpose:
A common analysis problem for WFPC2 observations is the
subtraction of the PSF from a much fainter background object. Common
examples are searches for fuzz around QSO's and the search for circumstellar
disks and planets around stars. This memo is designed to provide some
basic advice, both during the observation planning stage and the analysis
stage. More details, along with pictures, can be found in the article
by John Krist in Calibrating Hubble Space Telescope: Post Servicing
Mission.
Problems:
LARGE DYNAMIC RANGE REQUIRED: - The inherent difficulty is to see
faint objects in the presence of very bright object. This
requires having high S/N information about both the center and
the wings of the PSF.
Solutions:
1. Take 2 or 3 images (e.g., a 1, 10, and 100 second exposure of a
10th magnitude star)
2. Use the TINY TIM SOFTWARE
SPATIALLY DEPENDENT: - The PSF changes as a function of position on
the chip.
Solutions:
1. Make PSF observations at the same location.
2. Use the TINY TIM SOFTWARE
3. Make observations near the center since most
of the PSF's in the archives are there
4. Consider an interactive acquisition so the
PSF and target can be put very near the
same position.
GHOSTS, RAYS, RINGS, and RIPPLES: - The PSF has several ghost images
which can mimic nearby stars and galaxies, along with other features
such as rays, Airy rings, diffraction spikes, ripples in the
diffraction spieks etc. The ghosts in particular are very spatially
dependent.
Solutions:
1. Make PSF observations at the same location.
2. Make observations of your target at different
roll angles so you can determine what is real.
UNDERSAMPLED PSF: - This is particularly important in the central
regions and along the diffraction spikes when using the WF.
Solutions:
1. Take 2 or more images with subpixel dithering
2. Use the TINY TIM SOFTWARE
FILTER AND SPECTRAL DEPENDENT: - The PSF depends on the filter used,
and the spectrum (weakly) of the target.
Solutions:
1. Make PSF observations using the same filter,
and using a star with a similar spectrum.
2. Use the TINY TIM SOFTWARE
TIME DEPENDENT: - Changes in focus due both to desorption
(slow change with focus adjustments roughly every 6 months)
and due to "breathing" (orbital time scales) are present.
Solutions:
1. For desorption, take PSF observations as close
as possible in time to the target observations.
2. In principle, it may also be possible to
take PSF's at various phases of the breathing
and use the one most appropriate to your
target observations. I don't believe anyone
has tried this in practice.
Is there a PSF Library?:
Yes! WFPC2 PSF Library Search Tool.
Approaches:
It is not possible to give specific advice that is relevant for all
observers, since the scientific demands of programs vary. However,
here are the 4 basic approaches people use, roughly in order of
how stringent the scientific requirements are.
- Use TINY TIM. This is an excellent simulation software program
written by John Krist. It is being constantly updated to better
represent the true PSF. Advantages are that it provides
very high S/N PSF's, allows you to subsample the image, allows
you to define a wide variety of filters and spectral types, and
allows you to determine the position on the chip. A
disadvantage is that it does not handle internal reflections
and scattered light (particularly important beyond a couple
arcseconds).
- Use a nearby star from your own image. This is generally limited
by the small chance of having a nicely exposed, well isolated
star on your image.
- Search for a useable PSF star in the archives. As mentioned
above, we plan on developing a list of such stars in the
near future.
- Make the observations yourself, tailored to your own needs.
This is still our advice for the proposals with very stringent
requirements, especially those where a large amount of observing
time is being spent already.
Limiting Magnitudes:
A common question is what is the limiting magnitude of a point
like object near a bright star. Here is a a table providing some rough
estimates. Observers with M(target) -- M(bright star) larger than the
limiting values in the center column should be prepared to use PSF
subtraction (i.e., using PSF from Tiny Tim, the archives, or their own
observations). The right column shows typical limits after PSF
subtraction has been performed.
Distance from Limiting M(target)-M(bright) Limiting M(target)-M(bright)
bright star magnitude (3 sigma) mag (3 sigma) in
on PC CCD without PSF subtraction typical PSF subtraction
------------- ---------------------------- ----------------------------
0.1 '' 2.0 mag 3.5 mag
0.3 5.7 7.9
1.0 8.9 10.7
3.0 10.7 12.9
Particularly Tough Observations:
Detecting spherically symetric fuzz, as opposed to point like sources
or disks, since the residuals from PSF subtraction will also be
spherically symetric.
The optimal wavelengths are around F555W. At shorter wavelengths,
high frequency structure from the mirror zonal errors increases
residuals. At longer wavelengths, the streaks increase in size and
tend to move more with position changes.
Narrow band filters give very sharp Airy rings which are very hard
to remove.
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