Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313158805> ?p ?o ?g. }
Showing items 1 to 81 of
81
with 100 items per page.
- W4313158805 abstract "Richtmyer-Meshkov Instability (RMI) is a complicated phenomenon that occurs when a shockwave passes through a perturbed interface. Over a thousand hydrodynamic simulations were performed to study the formation of RMI for a parameterized high velocity impact. Deep learning was used to learn the temporal mapping of initial geometric perturbations to the full-field hydrodynamic solutions of density and velocity. The continuity equation was used to include physical information into the loss function, however only resulted in very minor improvements at the cost of additional training complexity. Predictions from the deep learning model appear to accurately capture temporal RMI formations for a variety of geometric conditions within the domain. First principle physical laws were investigated to infer the accuracy of the model's predictive capability. While the continuity equation appeared to show no correlation with the accuracy of the model, conservation of mass and momentum were weakly correlated with accuracy. Since conservation laws can be quickly calculated from the deep learning model, they may be useful in applications where a relative accuracy measure is needed." @default.
- W4313158805 created "2023-01-06" @default.
- W4313158805 creator A5001259369 @default.
- W4313158805 creator A5014242466 @default.
- W4313158805 creator A5028866081 @default.
- W4313158805 creator A5042154211 @default.
- W4313158805 creator A5044076430 @default.
- W4313158805 creator A5060390820 @default.
- W4313158805 date "2022-01-01" @default.
- W4313158805 modified "2023-10-14" @default.
- W4313158805 title "Using conservation laws to infer deep learning model accuracy of Richtmyer-Meshkov instabilities" @default.
- W4313158805 doi "https://doi.org/10.23967/eccomas.2022.286" @default.
- W4313158805 hasPublicationYear "2022" @default.
- W4313158805 type Work @default.
- W4313158805 citedByCount "1" @default.
- W4313158805 countsByYear W43131588052023 @default.
- W4313158805 crossrefType "proceedings-article" @default.
- W4313158805 hasAuthorship W4313158805A5001259369 @default.
- W4313158805 hasAuthorship W4313158805A5014242466 @default.
- W4313158805 hasAuthorship W4313158805A5028866081 @default.
- W4313158805 hasAuthorship W4313158805A5042154211 @default.
- W4313158805 hasAuthorship W4313158805A5044076430 @default.
- W4313158805 hasAuthorship W4313158805A5060390820 @default.
- W4313158805 hasBestOaLocation W43131588051 @default.
- W4313158805 hasConcept C10138342 @default.
- W4313158805 hasConcept C108583219 @default.
- W4313158805 hasConcept C11413529 @default.
- W4313158805 hasConcept C121332964 @default.
- W4313158805 hasConcept C134306372 @default.
- W4313158805 hasConcept C154945302 @default.
- W4313158805 hasConcept C157206272 @default.
- W4313158805 hasConcept C162324750 @default.
- W4313158805 hasConcept C165464430 @default.
- W4313158805 hasConcept C194583477 @default.
- W4313158805 hasConcept C202444582 @default.
- W4313158805 hasConcept C207821765 @default.
- W4313158805 hasConcept C33923547 @default.
- W4313158805 hasConcept C3445786 @default.
- W4313158805 hasConcept C41008148 @default.
- W4313158805 hasConcept C57879066 @default.
- W4313158805 hasConcept C60718061 @default.
- W4313158805 hasConcept C62520636 @default.
- W4313158805 hasConcept C91188154 @default.
- W4313158805 hasConcept C9652623 @default.
- W4313158805 hasConceptScore W4313158805C10138342 @default.
- W4313158805 hasConceptScore W4313158805C108583219 @default.
- W4313158805 hasConceptScore W4313158805C11413529 @default.
- W4313158805 hasConceptScore W4313158805C121332964 @default.
- W4313158805 hasConceptScore W4313158805C134306372 @default.
- W4313158805 hasConceptScore W4313158805C154945302 @default.
- W4313158805 hasConceptScore W4313158805C157206272 @default.
- W4313158805 hasConceptScore W4313158805C162324750 @default.
- W4313158805 hasConceptScore W4313158805C165464430 @default.
- W4313158805 hasConceptScore W4313158805C194583477 @default.
- W4313158805 hasConceptScore W4313158805C202444582 @default.
- W4313158805 hasConceptScore W4313158805C207821765 @default.
- W4313158805 hasConceptScore W4313158805C33923547 @default.
- W4313158805 hasConceptScore W4313158805C3445786 @default.
- W4313158805 hasConceptScore W4313158805C41008148 @default.
- W4313158805 hasConceptScore W4313158805C57879066 @default.
- W4313158805 hasConceptScore W4313158805C60718061 @default.
- W4313158805 hasConceptScore W4313158805C62520636 @default.
- W4313158805 hasConceptScore W4313158805C91188154 @default.
- W4313158805 hasConceptScore W4313158805C9652623 @default.
- W4313158805 hasLocation W43131588051 @default.
- W4313158805 hasLocation W43131588052 @default.
- W4313158805 hasOpenAccess W4313158805 @default.
- W4313158805 hasPrimaryLocation W43131588051 @default.
- W4313158805 hasRelatedWork W1632811932 @default.
- W4313158805 hasRelatedWork W2392811370 @default.
- W4313158805 hasRelatedWork W2979565772 @default.
- W4313158805 hasRelatedWork W3047673750 @default.
- W4313158805 hasRelatedWork W3209040532 @default.
- W4313158805 hasRelatedWork W4232376490 @default.
- W4313158805 hasRelatedWork W4246814825 @default.
- W4313158805 hasRelatedWork W4312383468 @default.
- W4313158805 hasRelatedWork W4312831135 @default.
- W4313158805 hasRelatedWork W998272608 @default.
- W4313158805 isParatext "false" @default.
- W4313158805 isRetracted "false" @default.
- W4313158805 workType "article" @default.