Mathematics – Probability
Scientific paper
Jan 2011
adsabs.harvard.edu/cgi-bin/nph-data_query?bibcode=2011aas...21733416s&link_type=abstract
American Astronomical Society, AAS Meeting #217, #334.16; Bulletin of the American Astronomical Society, Vol. 43, 2011
Mathematics
Probability
Scientific paper
We describe a Bayesian sampling model for linking and constraining orbit models from angular observations of "streaks" in optical telescope images. We use Markov Chain Monte Carlo to sample from the joint posterior distribution of the parameters of multiple orbit models (up to the number of observations) and parameters describing the membership probability of each observed streak in each orbit model. Our algorithm allows both for robust preliminary orbit determination and for orbit refinement by sampling from the appropriate conditional distributions. We apply our algorithm to forecast the capabilities of LSST to determine orbits for uncatalogued debris around geosynchronous orbits.
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