Sl. Bridle et al., A MAXIMUM-ENTROPY METHOD FOR RECONSTRUCTING THE PROJECTED MASS-DISTRIBUTION OF GRAVITATIONAL LENSES, Monthly Notices of the Royal Astronomical Society, 299(3), 1998, pp. 895-903
The maximum-entropy method is applied to the problem of reconstructing
the projected mass density of a galaxy cluster using its gravitationa
l lensing effects on background galaxies. We demonstrate the method by
reconstructing the mass distribution in a model cluster using simulat
ed shear and magnification data to which Gaussian noise is added. The
mass distribution is reconstructed directly and the inversion is regul
arized using the entropic prior for this positive additive distributio
n. For realistic noise levels, we find that the method faithfully repr
oduces the main features of the cluster mass distribution not only wit
hin the observed field but also slightly beyond it. We estimate the un
certainties in the reconstruction by calculating an analytic approxima
tion to the covariance matrix of the reconstruction values of each pix
el. This result is compared with error estimates derived from Monte Ca
rlo simulations for different noise realizations and found to be in go
od agreement.