Matches in SemOpenAlex for { <https://semopenalex.org/work/W3200792013> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W3200792013 endingPage "100002" @default.
- W3200792013 startingPage "100002" @default.
- W3200792013 abstract "Cyclone separators are devices whose modeling still represents a significant challenge, despite their vast use as a fundamental component in different industries. Computational Fluid Dynamics (CFD) simulations have been proved to be a suitable tool to predict the swirling flow pattern in such a separator device. Although CFD can be very accurate, the computational resources involved in these simulations restrict its use. In this sense, this work proposes a Physics-Informed Neural Networks (PINN) as a data-driven reduced-order model that respects the flow field behavior and the mass and momentum conservations from the Navier-Stokes Equations. The results show that PINN can capture the complex flow behavior from both velocity and pressure fields. In PINN, momentum conservation is used as output in the training step and respected the same specified tolerance in the simulations. The PINN model’s mass conservation presented the same order of magnitude of the CFD simulations in 96% of the mesh. From our results, one can see that the PINN models are in good agreement with the experimental data and the CFD simulations, with the advantage of being 200 times faster than the CFD simulation." @default.
- W3200792013 created "2021-09-27" @default.
- W3200792013 creator A5001822962 @default.
- W3200792013 creator A5020133276 @default.
- W3200792013 creator A5035487516 @default.
- W3200792013 creator A5051453913 @default.
- W3200792013 date "2021-12-01" @default.
- W3200792013 modified "2023-09-27" @default.
- W3200792013 title "Physics-Informed deep learning to predict flow fields in cyclone separators" @default.
- W3200792013 cites W1966292900 @default.
- W3200792013 cites W1972386303 @default.
- W3200792013 cites W1981469768 @default.
- W3200792013 cites W2011536137 @default.
- W3200792013 cites W2012295111 @default.
- W3200792013 cites W2017979816 @default.
- W3200792013 cites W2070698054 @default.
- W3200792013 cites W2075412113 @default.
- W3200792013 cites W2083779760 @default.
- W3200792013 cites W2110187357 @default.
- W3200792013 cites W2115842102 @default.
- W3200792013 cites W2302932507 @default.
- W3200792013 cites W2327006051 @default.
- W3200792013 cites W2757893132 @default.
- W3200792013 cites W2767726846 @default.
- W3200792013 cites W2899283552 @default.
- W3200792013 cites W2911546846 @default.
- W3200792013 cites W2919342501 @default.
- W3200792013 cites W2977638263 @default.
- W3200792013 cites W3123789135 @default.
- W3200792013 cites W3123883114 @default.
- W3200792013 doi "https://doi.org/10.1016/j.dche.2021.100002" @default.
- W3200792013 hasPublicationYear "2021" @default.
- W3200792013 type Work @default.
- W3200792013 sameAs 3200792013 @default.
- W3200792013 citedByCount "11" @default.
- W3200792013 countsByYear W32007920132021 @default.
- W3200792013 countsByYear W32007920132022 @default.
- W3200792013 countsByYear W32007920132023 @default.
- W3200792013 crossrefType "journal-article" @default.
- W3200792013 hasAuthorship W3200792013A5001822962 @default.
- W3200792013 hasAuthorship W3200792013A5020133276 @default.
- W3200792013 hasAuthorship W3200792013A5035487516 @default.
- W3200792013 hasAuthorship W3200792013A5051453913 @default.
- W3200792013 hasBestOaLocation W32007920131 @default.
- W3200792013 hasConcept C10138342 @default.
- W3200792013 hasConcept C121332964 @default.
- W3200792013 hasConcept C121864883 @default.
- W3200792013 hasConcept C127413603 @default.
- W3200792013 hasConcept C146978453 @default.
- W3200792013 hasConcept C157206272 @default.
- W3200792013 hasConcept C162324750 @default.
- W3200792013 hasConcept C1633027 @default.
- W3200792013 hasConcept C201289731 @default.
- W3200792013 hasConcept C38349280 @default.
- W3200792013 hasConcept C41008148 @default.
- W3200792013 hasConcept C43973154 @default.
- W3200792013 hasConcept C44154836 @default.
- W3200792013 hasConcept C57879066 @default.
- W3200792013 hasConcept C60718061 @default.
- W3200792013 hasConcept C78519656 @default.
- W3200792013 hasConcept C90278072 @default.
- W3200792013 hasConceptScore W3200792013C10138342 @default.
- W3200792013 hasConceptScore W3200792013C121332964 @default.
- W3200792013 hasConceptScore W3200792013C121864883 @default.
- W3200792013 hasConceptScore W3200792013C127413603 @default.
- W3200792013 hasConceptScore W3200792013C146978453 @default.
- W3200792013 hasConceptScore W3200792013C157206272 @default.
- W3200792013 hasConceptScore W3200792013C162324750 @default.
- W3200792013 hasConceptScore W3200792013C1633027 @default.
- W3200792013 hasConceptScore W3200792013C201289731 @default.
- W3200792013 hasConceptScore W3200792013C38349280 @default.
- W3200792013 hasConceptScore W3200792013C41008148 @default.
- W3200792013 hasConceptScore W3200792013C43973154 @default.
- W3200792013 hasConceptScore W3200792013C44154836 @default.
- W3200792013 hasConceptScore W3200792013C57879066 @default.
- W3200792013 hasConceptScore W3200792013C60718061 @default.
- W3200792013 hasConceptScore W3200792013C78519656 @default.
- W3200792013 hasConceptScore W3200792013C90278072 @default.
- W3200792013 hasFunder F4320321091 @default.
- W3200792013 hasLocation W32007920131 @default.
- W3200792013 hasLocation W32007920132 @default.
- W3200792013 hasOpenAccess W3200792013 @default.
- W3200792013 hasPrimaryLocation W32007920131 @default.
- W3200792013 hasRelatedWork W1982372980 @default.
- W3200792013 hasRelatedWork W2046439656 @default.
- W3200792013 hasRelatedWork W2171151855 @default.
- W3200792013 hasRelatedWork W2543906413 @default.
- W3200792013 hasRelatedWork W4225421660 @default.
- W3200792013 hasRelatedWork W4244457072 @default.
- W3200792013 hasRelatedWork W4250990726 @default.
- W3200792013 hasRelatedWork W4254014471 @default.
- W3200792013 hasRelatedWork W4255092203 @default.
- W3200792013 hasRelatedWork W4313537371 @default.
- W3200792013 hasVolume "1" @default.
- W3200792013 isParatext "false" @default.
- W3200792013 isRetracted "false" @default.
- W3200792013 magId "3200792013" @default.
- W3200792013 workType "article" @default.