Search Results for author: D. Nagai

Found 2 papers, 0 papers with code

The galaxy cluster mass scale and its impact on cosmological constraints from the cluster population

no code implementations27 Feb 2019 G. W. Pratt, M. Arnaud, A. Biviano, D. Eckert, S. Ettori, D. Nagai, N. Okabe, T. H. Reiprich

On the observational side, new, sophisticated techniques are being deployed in individual mass measurements and to account for selection biases in cluster surveys.

Cosmology and Nongalactic Astrophysics

A Deep Learning Approach to Galaxy Cluster X-ray Masses

no code implementations17 Oct 2018 M. Ntampaka, J. ZuHone, D. Eisenstein, D. Nagai, A. Vikhlinin, L. Hernquist, F. Marinacci, D. Nelson, R. Pakmor, A. Pillepich, P. Torrey, M. Vogelsberger

Despite our simplifying assumption to neglect spectral information, the resulting mass values estimated by the CNN exhibit small bias in comparison to the true masses of the simulated clusters (-0. 02 dex) and reproduce the cluster masses with low intrinsic scatter, 8% in our best fold and 12% averaging over all.

Cosmology and Nongalactic Astrophysics

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