FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3144434902> ?p ?o ?g. }

• W3144434902 abstract "Performing Data Assimilation (DA) at a low cost is of prime concern in Earth system modeling, particularly at the time of big data where huge quantities of observations are available. Capitalizing on the ability of Neural Networks techniques for approximating the solution of PDE's, we incorporate Deep Learning (DL) methods into a DA framework. More precisely, we exploit the latent structure provided by autoencoders (AEs) to design an Ensemble Transform Kalman Filter with model error (ETKF-Q) in the latent space. Model dynamics are also propagated within the latent space via a surrogate neural network. This novel ETKF-Q-Latent (thereafter referred to as ETKF-Q-L) algorithm is tested on a tailored instructional version of Lorenz 96 equations, named the augmented Lorenz 96 system: it possesses a latent structure that accurately represents the observed dynamics. Numerical experiments based on this particular system evidence that the ETKF-Q-L approach both reduces the computational cost and provides better accuracy than state of the art algorithms, such as the ETKF-Q." @default.
• W3144434902 created "2021-04-13" @default.
• W3144434902 creator A5006993016 @default.
• W3144434902 creator A5017690447 @default.
• W3144434902 creator A5018784017 @default.
• W3144434902 creator A5033723796 @default.
• W3144434902 creator A5036298459 @default.
• W3144434902 creator A5060666918 @default.
• W3144434902 creator A5089835043 @default.
• W3144434902 date "2021-04-01" @default.
• W3144434902 modified "2023-10-03" @default.
• W3144434902 title "Latent Space Data Assimilation by using Deep Learning" @default.
• W3144434902 cites W1587348082 @default.
• W3144434902 cites W1896953440 @default.
• W3144434902 cites W1967568606 @default.
• W3144434902 cites W1971358920 @default.
• W3144434902 cites W1975015040 @default.
• W3144434902 cites W1992393835 @default.
• W3144434902 cites W2058187269 @default.
• W3144434902 cites W2062835652 @default.
• W3144434902 cites W2066455064 @default.
• W3144434902 cites W2112863728 @default.
• W3144434902 cites W2119670763 @default.
• W3144434902 cites W2122538988 @default.
• W3144434902 cites W2130942839 @default.
• W3144434902 cites W2136979539 @default.
• W3144434902 cites W2144562660 @default.
• W3144434902 cites W2160842282 @default.
• W3144434902 cites W2163605009 @default.
• W3144434902 cites W2166411480 @default.
• W3144434902 cites W2194775991 @default.
• W3144434902 cites W2253807446 @default.
• W3144434902 cites W2257979135 @default.
• W3144434902 cites W2516574342 @default.
• W3144434902 cites W2525778437 @default.
• W3144434902 cites W2560609797 @default.
• W3144434902 cites W2568598096 @default.
• W3144434902 cites W2587148544 @default.
• W3144434902 cites W2605457280 @default.
• W3144434902 cites W2766447205 @default.
• W3144434902 cites W2772097715 @default.
• W3144434902 cites W2783263793 @default.
• W3144434902 cites W2803629276 @default.
• W3144434902 cites W2804860796 @default.
• W3144434902 cites W2913323966 @default.
• W3144434902 cites W2920116087 @default.
• W3144434902 cites W2920348561 @default.
• W3144434902 cites W2950337752 @default.
• W3144434902 cites W2962835968 @default.
• W3144434902 cites W2963691697 @default.
• W3144434902 cites W2963999581 @default.
• W3144434902 cites W2964153729 @default.
• W3144434902 cites W2964994311 @default.
• W3144434902 cites W2965742591 @default.
• W3144434902 cites W3004153996 @default.
• W3144434902 cites W3004825474 @default.
• W3144434902 cites W3006087551 @default.
• W3144434902 cites W3010768098 @default.
• W3144434902 cites W3015748828 @default.
• W3144434902 cites W3019166713 @default.
• W3144434902 cites W3035423835 @default.
• W3144434902 cites W3080772794 @default.
• W3144434902 cites W3088907034 @default.
• W3144434902 cites W3092923133 @default.
• W3144434902 cites W3098011980 @default.
• W3144434902 cites W3098175809 @default.
• W3144434902 cites W3099813880 @default.
• W3144434902 cites W3104779762 @default.
• W3144434902 cites W3105299400 @default.
• W3144434902 cites W3105648287 @default.
• W3144434902 cites W3107819465 @default.
• W3144434902 cites W3108401379 @default.
• W3144434902 cites W3131584643 @default.
• W3144434902 cites W80152160 @default.
• W3144434902 hasPublicationYear "2021" @default.
• W3144434902 type Work @default.
• W3144434902 sameAs 3144434902 @default.
• W3144434902 citedByCount "0" @default.
• W3144434902 crossrefType "posted-content" @default.
• W3144434902 hasAuthorship W3144434902A5006993016 @default.
• W3144434902 hasAuthorship W3144434902A5017690447 @default.
• W3144434902 hasAuthorship W3144434902A5018784017 @default.
• W3144434902 hasAuthorship W3144434902A5033723796 @default.
• W3144434902 hasAuthorship W3144434902A5036298459 @default.
• W3144434902 hasAuthorship W3144434902A5060666918 @default.
• W3144434902 hasAuthorship W3144434902A5089835043 @default.
• W3144434902 hasConcept C11413529 @default.
• W3144434902 hasConcept C121332964 @default.
• W3144434902 hasConcept C153294291 @default.
• W3144434902 hasConcept C154945302 @default.
• W3144434902 hasConcept C157286648 @default.
• W3144434902 hasConcept C24552861 @default.
• W3144434902 hasConcept C28826006 @default.
• W3144434902 hasConcept C33923547 @default.
• W3144434902 hasConcept C41008148 @default.
• W3144434902 hasConcept C50644808 @default.
• W3144434902 hasConceptScore W3144434902C11413529 @default.
• W3144434902 hasConceptScore W3144434902C121332964 @default.
• W3144434902 hasConceptScore W3144434902C153294291 @default.
• W3144434902 hasConceptScore W3144434902C154945302 @default.

• next