Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287629596> ?p ?o ?g. }
Showing items 1 to 85 of
85
with 100 items per page.
- W4287629596 abstract "Conventional neural networks are universal function approximators, but because they are unaware of underlying symmetries or physical laws, they may need impractically many training data to approximate nonlinear dynamics. Recently introduced Hamiltonian neural networks can efficiently learn and forecast dynamical systems that conserve energy, but they require special inputs called canonical coordinates, which may be hard to infer from data. Here we significantly expand the scope of such networks by demonstrating a simple way to train them with any set of generalised coordinates, including easily observable ones." @default.
- W4287629596 created "2022-07-25" @default.
- W4287629596 creator A5029435456 @default.
- W4287629596 creator A5048907582 @default.
- W4287629596 creator A5051091862 @default.
- W4287629596 creator A5061327201 @default.
- W4287629596 creator A5074579595 @default.
- W4287629596 creator A5085836158 @default.
- W4287629596 date "2020-10-28" @default.
- W4287629596 modified "2023-09-25" @default.
- W4287629596 title "Forecasting Hamiltonian dynamics without canonical coordinates" @default.
- W4287629596 doi "https://doi.org/10.48550/arxiv.2010.15201" @default.
- W4287629596 hasPublicationYear "2020" @default.
- W4287629596 type Work @default.
- W4287629596 citedByCount "0" @default.
- W4287629596 crossrefType "posted-content" @default.
- W4287629596 hasAuthorship W4287629596A5029435456 @default.
- W4287629596 hasAuthorship W4287629596A5048907582 @default.
- W4287629596 hasAuthorship W4287629596A5051091862 @default.
- W4287629596 hasAuthorship W4287629596A5061327201 @default.
- W4287629596 hasAuthorship W4287629596A5074579595 @default.
- W4287629596 hasAuthorship W4287629596A5085836158 @default.
- W4287629596 hasBestOaLocation W42876295961 @default.
- W4287629596 hasConcept C105815890 @default.
- W4287629596 hasConcept C111472728 @default.
- W4287629596 hasConcept C121332964 @default.
- W4287629596 hasConcept C121864883 @default.
- W4287629596 hasConcept C126255220 @default.
- W4287629596 hasConcept C130787639 @default.
- W4287629596 hasConcept C134306372 @default.
- W4287629596 hasConcept C136864674 @default.
- W4287629596 hasConcept C138885662 @default.
- W4287629596 hasConcept C151342819 @default.
- W4287629596 hasConcept C154945302 @default.
- W4287629596 hasConcept C158622935 @default.
- W4287629596 hasConcept C2524010 @default.
- W4287629596 hasConcept C2780586882 @default.
- W4287629596 hasConcept C31971599 @default.
- W4287629596 hasConcept C32848918 @default.
- W4287629596 hasConcept C3379466 @default.
- W4287629596 hasConcept C33923547 @default.
- W4287629596 hasConcept C41008148 @default.
- W4287629596 hasConcept C50644808 @default.
- W4287629596 hasConcept C62520636 @default.
- W4287629596 hasConcept C96469262 @default.
- W4287629596 hasConcept C97355855 @default.
- W4287629596 hasConceptScore W4287629596C105815890 @default.
- W4287629596 hasConceptScore W4287629596C111472728 @default.
- W4287629596 hasConceptScore W4287629596C121332964 @default.
- W4287629596 hasConceptScore W4287629596C121864883 @default.
- W4287629596 hasConceptScore W4287629596C126255220 @default.
- W4287629596 hasConceptScore W4287629596C130787639 @default.
- W4287629596 hasConceptScore W4287629596C134306372 @default.
- W4287629596 hasConceptScore W4287629596C136864674 @default.
- W4287629596 hasConceptScore W4287629596C138885662 @default.
- W4287629596 hasConceptScore W4287629596C151342819 @default.
- W4287629596 hasConceptScore W4287629596C154945302 @default.
- W4287629596 hasConceptScore W4287629596C158622935 @default.
- W4287629596 hasConceptScore W4287629596C2524010 @default.
- W4287629596 hasConceptScore W4287629596C2780586882 @default.
- W4287629596 hasConceptScore W4287629596C31971599 @default.
- W4287629596 hasConceptScore W4287629596C32848918 @default.
- W4287629596 hasConceptScore W4287629596C3379466 @default.
- W4287629596 hasConceptScore W4287629596C33923547 @default.
- W4287629596 hasConceptScore W4287629596C41008148 @default.
- W4287629596 hasConceptScore W4287629596C50644808 @default.
- W4287629596 hasConceptScore W4287629596C62520636 @default.
- W4287629596 hasConceptScore W4287629596C96469262 @default.
- W4287629596 hasConceptScore W4287629596C97355855 @default.
- W4287629596 hasLocation W42876295961 @default.
- W4287629596 hasOpenAccess W4287629596 @default.
- W4287629596 hasPrimaryLocation W42876295961 @default.
- W4287629596 hasRelatedWork W10447337 @default.
- W4287629596 hasRelatedWork W12083017 @default.
- W4287629596 hasRelatedWork W13048450 @default.
- W4287629596 hasRelatedWork W2422068 @default.
- W4287629596 hasRelatedWork W6631705 @default.
- W4287629596 hasRelatedWork W7091236 @default.
- W4287629596 hasRelatedWork W835659 @default.
- W4287629596 hasRelatedWork W8414994 @default.
- W4287629596 hasRelatedWork W8444976 @default.
- W4287629596 hasRelatedWork W846391 @default.
- W4287629596 isParatext "false" @default.
- W4287629596 isRetracted "false" @default.
- W4287629596 workType "article" @default.