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Recent studies have shown that the number counts of convergence peaks N () in weak lensing (WL) maps, expected from large forthcoming surveys, can be a useful probe of cosmology. We follow up on this finding, and use a suite of WL convergence maps, obtained from ray-tracing N-body simulations, to study (i) the physical origin of WL peaks with different heights, and (ii) whether the peaks contain information beyond the convergence power spectrum P_. In agreement with earlier work, we find that high peaks (with amplitudes 3. 5, where is the r. m. s. of the convergence) are typically dominated by a single massive halo. In contrast, medium-height peaks (0. 5--1. 5) cannot be attributed to a single collapsed dark matter halo, and are instead created by the projection of multiple (typically, 4--8) halos along the line of sight, and by random galaxy shape noise. Nevertheless, these peaks dominate the sensitivity to the cosmological parameters w, ₈, and ₌. We find that the peak-height distribution and its dependence on cosmology differ significantly from predictions in a Gaussian random field. We directly compute the marginalized errors on w, ₈, and ₌ from the N () +P_ combination, including redshift tomography with source galaxies at zₒ=1 and zₒ=2. We find that the N () +P_ combination has approximately twice the cosmological sensitivity compared to P_ alone. These results demonstrate that N () contains non-Gaussian information complementary to the power spectrum.
Yang et al. (Wed,) studied this question.