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Chandra star clusterThe CASt datasetsChandra_img1.datChandra_img2.dat Chandra_psf.dat Astronomical background Some astronomical images are greyscale with (quasi)Gaussian statistics. This is typical of visible light and radio images. However,instruments observing at high energy X-ray and gamma-ray wavelengths typically detect individual photons, producing images showing individual photons with Poisson statistics. The original datasets are often lists of photon events, and most of the pixels in the resulting images have zero or one photon. Many of the 1-photon pixels are due to a non-astronomical background, often due to cosmic rays hitting the detector. Source detection must thus be based on Poisson statistics and, if the background is low, sources might be detected with only a handful of photons. An additional problem in astronomical image analysis is that
the optics are imperfect. This is particularly true at high
energies where focusing optics are difficult or impossible to
construct. The optical performance of a telescope-detector system
is often summarized by a "point spread function" (PSF), the
hypothetical appearance of an unresolved astronomical source with
infinite signal and no background. If the observed field has
closely-spaced multiple point sources , or structured diffuse emission,
then image deconvolution using the known PSF is performed to recover an
improved view of the true sky distribution of light. Dataset NASA's Chandra X-ray Observatory, launched in 1999, has the
best-focussing mirror and its Advanced CCD Imaging Spectrometer (ACIS)
is a very low-noise detector. Chandra thus detects extremely
faint X-ray sources and can image complex X-ray structures in great
detail. However, Chandra presents several statistical challenges
for faint source detection and image deconvolution. The datasets provide here are off-axis portions of a Chandra image of the crowded star cluster NGC 6618 which illuminates the bright HII region Messier 17. This cluster is extremely young and is studied to help understand the processes of star formation and early stellar evolution. These figures are obtained from a forthcoming paper by P. Broos et al. (2006). We show three images here:
Statistical exercises
This dataset was generously provided by Patrick Broos (Penn State University). |