FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2963079905> ?p ?o ?g. }

• W2963079905 abstract "We present a novel halo painting network that learns to map approximate 3D dark matter fields to realistic halo distributions. This map is provided via a physically motivated network with which we can learn the non-trivial local relation between dark matter density field and halo distributions without relying on a physical model. Unlike other generative or regressive models, a well motivated prior and simple physical principles allow us to train the mapping network quickly and with relatively little data. In learning to paint halo distributions from computationally cheap, analytical and non-linear density fields, we bypass the need for full particle mesh simulations and halo finding algorithms. Furthermore, by design, our halo painting network needs only local patches of dark matter density to predict the halos, and as such, it can predict the 3D halo distribution for any arbitrary simulation box size. Our neural network can be trained using small simulations and used to predict large halo distributions, as long as the resolutions are equivalent. We evaluate our model's ability to generate 3D halo count distributions which reproduce, to a high degree, summary statistics such as the power spectrum and bispectrum, of the input or reference realizations." @default.
• W2963079905 created "2019-07-30" @default.
• W2963079905 creator A5035893506 @default.
• W2963079905 creator A5050531002 @default.
• W2963079905 creator A5070919230 @default.
• W2963079905 date "2019-08-09" @default.
• W2963079905 modified "2023-10-16" @default.
• W2963079905 title "Painting halos from cosmic density fields of dark matter with physically motivated neural networks" @default.
• W2963079905 cites W1963831836 @default.
• W2963079905 cites W2042495389 @default.
• W2963079905 cites W2050469528 @default.
• W2963079905 cites W2113391777 @default.
• W2963079905 cites W2134287871 @default.
• W2963079905 cites W2256140882 @default.
• W2963079905 cites W2572438701 @default.
• W2963079905 cites W2787443430 @default.
• W2963079905 cites W2789663542 @default.
• W2963079905 cites W2796202707 @default.
• W2963079905 cites W2799470320 @default.
• W2963079905 cites W2897914751 @default.
• W2963079905 cites W2899945981 @default.
• W2963079905 cites W2900466252 @default.
• W2963079905 cites W2919115771 @default.
• W2963079905 cites W2923557884 @default.
• W2963079905 cites W3098221464 @default.
• W2963079905 cites W3098614922 @default.
• W2963079905 cites W3098724574 @default.
• W2963079905 cites W3098896413 @default.
• W2963079905 cites W3103575206 @default.
• W2963079905 cites W3104062568 @default.
• W2963079905 cites W3104332386 @default.
• W2963079905 cites W3105214921 @default.
• W2963079905 cites W3105465984 @default.
• W2963079905 cites W3105494006 @default.
• W2963079905 cites W3106513659 @default.
• W2963079905 cites W3125864581 @default.
• W2963079905 cites W4234761190 @default.
• W2963079905 cites W4292875581 @default.
• W2963079905 doi "https://doi.org/10.1103/physrevd.100.043515" @default.
• W2963079905 hasPublicationYear "2019" @default.
• W2963079905 type Work @default.
• W2963079905 sameAs 2963079905 @default.
• W2963079905 citedByCount "24" @default.
• W2963079905 countsByYear W29630799052019 @default.
• W2963079905 countsByYear W29630799052020 @default.
• W2963079905 countsByYear W29630799052021 @default.
• W2963079905 countsByYear W29630799052022 @default.
• W2963079905 countsByYear W29630799052023 @default.
• W2963079905 crossrefType "journal-article" @default.
• W2963079905 hasAuthorship W2963079905A5035893506 @default.
• W2963079905 hasAuthorship W2963079905A5050531002 @default.
• W2963079905 hasAuthorship W2963079905A5070919230 @default.
• W2963079905 hasBestOaLocation W29630799054 @default.
• W2963079905 hasConcept C114148568 @default.
• W2963079905 hasConcept C121332964 @default.
• W2963079905 hasConcept C121864883 @default.
• W2963079905 hasConcept C154945302 @default.
• W2963079905 hasConcept C159249277 @default.
• W2963079905 hasConcept C168110828 @default.
• W2963079905 hasConcept C184665706 @default.
• W2963079905 hasConcept C202444582 @default.
• W2963079905 hasConcept C33923547 @default.
• W2963079905 hasConcept C41008148 @default.
• W2963079905 hasConcept C44870925 @default.
• W2963079905 hasConcept C50644808 @default.
• W2963079905 hasConcept C51650839 @default.
• W2963079905 hasConcept C76155785 @default.
• W2963079905 hasConcept C88148261 @default.
• W2963079905 hasConcept C9652623 @default.
• W2963079905 hasConcept C98444146 @default.
• W2963079905 hasConceptScore W2963079905C114148568 @default.
• W2963079905 hasConceptScore W2963079905C121332964 @default.
• W2963079905 hasConceptScore W2963079905C121864883 @default.
• W2963079905 hasConceptScore W2963079905C154945302 @default.
• W2963079905 hasConceptScore W2963079905C159249277 @default.
• W2963079905 hasConceptScore W2963079905C168110828 @default.
• W2963079905 hasConceptScore W2963079905C184665706 @default.
• W2963079905 hasConceptScore W2963079905C202444582 @default.
• W2963079905 hasConceptScore W2963079905C33923547 @default.
• W2963079905 hasConceptScore W2963079905C41008148 @default.
• W2963079905 hasConceptScore W2963079905C44870925 @default.
• W2963079905 hasConceptScore W2963079905C50644808 @default.
• W2963079905 hasConceptScore W2963079905C51650839 @default.
• W2963079905 hasConceptScore W2963079905C76155785 @default.
• W2963079905 hasConceptScore W2963079905C88148261 @default.
• W2963079905 hasConceptScore W2963079905C9652623 @default.
• W2963079905 hasConceptScore W2963079905C98444146 @default.
• W2963079905 hasFunder F4320309480 @default.
• W2963079905 hasFunder F4320320883 @default.
• W2963079905 hasFunder F4320326256 @default.
• W2963079905 hasFunder F4320335105 @default.
• W2963079905 hasIssue "4" @default.
• W2963079905 hasLocation W29630799051 @default.
• W2963079905 hasLocation W29630799052 @default.
• W2963079905 hasLocation W29630799053 @default.
• W2963079905 hasLocation W29630799054 @default.
• W2963079905 hasLocation W29630799055 @default.
• W2963079905 hasLocation W29630799056 @default.
• W2963079905 hasOpenAccess W2963079905 @default.
• W2963079905 hasPrimaryLocation W29630799051 @default.

• next