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Demo Science
A draft of the science for HDF(N) Demo
GOODS - see ESO Messenger article for excellent intro, at non-specialist astronomer level.
Here is an attempt at an overview of how the demo might appeal to the
audiences, firstly the SWG and other astronomers, secondly the media.
It is very incomplete and needs input on:
- Suitable images
- Technical aspects (faster bigger ....)
- Diversity/international nature of data
- Science drivers from anyone who knows anything about galaxies,
cosmology or wavelengths < 1cm.
I can flesh it out in some respects but comments on whether we should go in a different direction etc., what is technically feasible and so on are needed...
Astronomers' view
- The HST observed the HDF(N) and HFF using WFPC2 in 1995. Since
then observations have been made by
- CFHT and other ground-based telescopes (wider fields and/or better
spectral coverage)
- VLA+MERLIN (and other radiotelescopes - EVN, WSRT)
- CHANDRA
- SCUBA
- ISO
- and more focussed observations of individual objects
- etc. what have i missed, - elaborate above.
- Southern field (CDF(S))....
In 6 yrs since the first data were released, although ?over 100 papers
have been published, there are still data to be extracted from the
northern field images, and scientific analysis of the results is far
from complete. The full picture - understanding changes in the galaxy
population with age, locating rare or very distant objects etc., can
only be achieved by using data at all frequencies, but the sheer
volume of data and the many different formats and conventions make
this a very slow process.
There are ~3000 objects in the 4.7 arcmin2
of the central WFPC2 triple HDF(N) field, and thousands more in the
8x3 HFF fields. There are nearly 200 ISO sources, and nearly 400 CHANDRA detections.
There are ~100 secure detections of radio galaxies
within a 10' square, some of which have no obvious optical
counterparts, or counterparts too faint to have an obvious optical
morphology or redshift.
The AVO will greatly speed up the interpretation of the images,
comparison with catalogues and construction of new or extended data
sets. This requires harmonising units, resolutions etc. as required as
well as astrometric and photometric alignment, and implies that each
catalogue and image is supplied with the necessary metadata.
This will
achieve new scientific results in several ways including:
- Providing access to existing catalogues of sources and properties via a
single interface - as by Vizier, but allowing more operations such as
evaluating colours or giving errors on position cross-matches
- Plotting properties such as SEDs from catalogues, and allowing the original image
data to be selected interactively
- Providing an interface to image analyise tools in order to
- re-extract source list according to user criteria and meaure
sizes, flux densities etc.
- measure the flux density in other images at the positions and in
apaertures corresponding to the sizes of sources from the first image
(thus obtaining homogenous samples and upper limits, or allowing the
statistical properties of faint objects to be deduced from stacking)
- etc.
Example science projects which may be suitable for the demo:
- North: Does the nature of radio emission change with distance?
-
The VLA observations of a region 10' square centred on the HDF(N)
are complete to 40 microJy at 2" resolution; the MERLIN+VLA data are
complete to 27 microJy (7sigma) at 0".2 - 0".5 resolution. The latter have
only been fully analysed to data within the inner 3'x4', but no new
radio sources were found. Most of the existing sources were
resolved. A few retained compact bright cores and at least one, also
detected at 0".025 resolution by the EVN, is at z=4.4. This almost
certainly contains an AGN. The local population of bright radio
galaxies is dominated by AGN, as are the only three galaxies in the
10' field brighter than 1 mJy at 1.4 GHz.
However about 2/3 of the radio galaxies
in the HDF(N)/HFF are starbursts. A comparable trend is observed in
CHANDRA data.
Taking the ISO source list and measuring the MERLIN+VLA flux
densities in the central 3' field in a suitable aperture at each
position reveals a statistically significant excess of 3-7sigma
sources. Comparison with optical data shows a similar phenomena at
I<24. Downes et al. found that the properties of the SCUBA
detections compared with other HDF(N) observations suggests that there
is a population of dust-enshrouded starbursts at z= a few. Can we
find these in the radio data?
- The MERLIN+VLA data have been imaged in a region 8'.5 square
for the first time for the demo (5x the area previously
mapped). It is unlikely there will be many, if any, new >7sigma
detections (which would be very compact objects). However we can
use catalogues derived from other images to investigate the
distribution of faint radio flux (binned by query catalogue properties):
- At the position of ISO sources;
- At the position of CHANDRA sources;
- At the position of optical sources, or subsets chosen for colours
indicative of starburst or other nature or by z.
- At the position of sources with a reasonably secure
classification, e.g. by optical type, so that data can be stacked (as
done e.g. for CHANDRA data ...), to obtain the radio end of the SED
for faint sources of various types.
- Compare flux density at a single wavelength on different scales
(by using different apertures and/or comparing different telescopes
e.g. VLA, MERLIN, EVN)
is it more compact for objects of a particular type or at high redshift?
NB
- In each case it is desirable to select a resolution comparable to
the query catalogue, to perform a control measurement with positions
offset by ~10".
- At present we only have the HST and MERLIN+VLA data 'SExtractor
ready' so source positions and flux densities from other telescopes
e.g. CHANDRA, ISO will have to be taken from catalogues.
This will reveal whether there is a statistically significant excess
of radio flux associated with other emission processes and/or with
particular types of source (Starburst etc.), and if so, out to what
distance. This can be compared with e.g. X-ray/optical comparisons to
see if radio flux is associated with candidate dust-enshrouded starbursts.
We need to clarify what can be wrapped as part of the demo and what might be done by SWG members etc. exporting demo results and using other packages for further processing.
- South: What are the properties of faint high-z galaxies?
(based on a conversation with Richard McMahon who can
expand/correct misconceptions....)
- To date, most high-z galaxies (?>4) detected are the brightest or
in some other way special (e.g. lensed).
- The Southern field data can be used to find and classify a
homogenous, less flux-limited sample.
- Use existing SED catalogues to select potential high-z sources
(from optical data?) - outliers
- Use Aladin-based tool to inspect outliers and refine list
- Re-extract SED from all available data (SExtractor) (at several
resolutions, e.g. at full resolution for optical data, repeat at
slightly lower resolution to also include CHANDRA, lowest to also include ATCA)
- Interface with hyperZ or export SEDS to feed to hyperZ to classify
galaxies and measure photometric redshift (possibly use low-res,
widest wavelength coverage for classification, and then higher-res
optical only for z?)
- Compare results with catalogues for any known
classifications/spectroscopic z as checks.
- Also compare flux at given wavelength at different scales as in
northern project
NB - some considerations, probably off-line from the demo itself:
- Correction for Malmquist bias needed (drop out of fainter objects
at greater distances)? (for both projects?) And
K-correction (e.g. the colour ratio indicating a starburst is itself
redshifted at high z).
- Although the limiting flux density is similar in each particular
image set (in some cases some loss of sensitivity at large angular
separations from pointing centre, or between fields), it is different
at different wavebands, so compensation should be attempted based on
model SEDs or something.
We need to clarify what can be wrapped as part of the demo and what might be done by SWG members etc. exporting demo results and using other packages for further processing.
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