Articles with "learning dark" as a keyword



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Deep learning dark matter map reconstructions from DES SV weak lensing data

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Published in 2020 at "Monthly Notices of the Royal Astronomical Society"

DOI: 10.1093/mnras/staa127

Abstract: We present the first reconstruction of dark matter maps from weak lensing observational data using deep learning. We train a convolution neural network with a U-Net-based architecture on over 3.6 × 10^5 simulated data realizations with non-Gaussian… read more here.

Keywords: learning dark; dark matter; deep learning; weak lensing ... See more keywords