FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3080545603> ?p ?o ?g. }

• W3080545603 endingPage "5635" @default.
• W3080545603 startingPage "5623" @default.
• W3080545603 abstract "Abstract. Prediction of spatiotemporal chaotic systems is important in various fields, such as numerical weather prediction (NWP). While data assimilation methods have been applied in NWP, machine learning techniques, such as reservoir computing (RC), have recently been recognized as promising tools to predict spatiotemporal chaotic systems. However, the sensitivity of the skill of the machine-learning-based prediction to the imperfectness of observations is unclear. In this study, we evaluate the skill of RC with noisy and sparsely distributed observations. We intensively compare the performances of RC and local ensemble transform Kalman filter (LETKF) by applying them to the prediction of the Lorenz 96 system. In order to increase the scalability to larger systems, we applied a parallelized RC framework. Although RC can successfully predict the Lorenz 96 system if the system is perfectly observed, we find that RC is vulnerable to observation sparsity compared with LETKF. To overcome this limitation of RC, we propose to combine LETKF and RC. In our proposed method, the system is predicted by RC that learned the analysis time series estimated by LETKF. Our proposed method can successfully predict the Lorenz 96 system using noisy and sparsely distributed observations. Most importantly, our method can predict better than LETKF when the process-based model is imperfect." @default.
• W3080545603 created "2020-09-01" @default.
• W3080545603 creator A5005327450 @default.
• W3080545603 creator A5033233542 @default.
• W3080545603 date "2021-09-13" @default.
• W3080545603 modified "2023-10-17" @default.
• W3080545603 title "Combining ensemble Kalman filter and reservoir computing to predict spatiotemporal chaotic systems from imperfect observations and models" @default.
• W3080545603 cites W2049013344 @default.
• W3080545603 cites W2064675550 @default.
• W3080545603 cites W2107638434 @default.
• W3080545603 cites W2118706537 @default.
• W3080545603 cites W2137432135 @default.
• W3080545603 cites W2160444846 @default.
• W3080545603 cites W2167349853 @default.
• W3080545603 cites W2274696538 @default.
• W3080545603 cites W2297579899 @default.
• W3080545603 cites W2469805270 @default.
• W3080545603 cites W2563710438 @default.
• W3080545603 cites W2605288757 @default.
• W3080545603 cites W2765128778 @default.
• W3080545603 cites W2766227038 @default.
• W3080545603 cites W2782714865 @default.
• W3080545603 cites W2784123837 @default.
• W3080545603 cites W2809789958 @default.
• W3080545603 cites W2885188421 @default.
• W3080545603 cites W2898796705 @default.
• W3080545603 cites W2911809623 @default.
• W3080545603 cites W2957147396 @default.
• W3080545603 cites W2963973018 @default.
• W3080545603 cites W2982612860 @default.
• W3080545603 cites W3007062215 @default.
• W3080545603 cites W3012621877 @default.
• W3080545603 cites W3034056916 @default.
• W3080545603 cites W3101235239 @default.
• W3080545603 cites W3101544609 @default.
• W3080545603 cites W3101766586 @default.
• W3080545603 cites W3105299400 @default.
• W3080545603 cites W3105919389 @default.
• W3080545603 cites W3106907685 @default.
• W3080545603 cites W3163993681 @default.
• W3080545603 doi "https://doi.org/10.5194/gmd-14-5623-2021" @default.
• W3080545603 hasPublicationYear "2021" @default.
• W3080545603 type Work @default.
• W3080545603 sameAs 3080545603 @default.
• W3080545603 citedByCount "9" @default.
• W3080545603 countsByYear W30805456032021 @default.
• W3080545603 countsByYear W30805456032022 @default.
• W3080545603 countsByYear W30805456032023 @default.
• W3080545603 crossrefType "journal-article" @default.
• W3080545603 hasAuthorship W3080545603A5005327450 @default.
• W3080545603 hasAuthorship W3080545603A5033233542 @default.
• W3080545603 hasBestOaLocation W30805456031 @default.
• W3080545603 hasConcept C106131492 @default.
• W3080545603 hasConcept C111919701 @default.
• W3080545603 hasConcept C11413529 @default.
• W3080545603 hasConcept C119857082 @default.
• W3080545603 hasConcept C138885662 @default.
• W3080545603 hasConcept C151510863 @default.
• W3080545603 hasConcept C153294291 @default.
• W3080545603 hasConcept C154945302 @default.
• W3080545603 hasConcept C157286648 @default.
• W3080545603 hasConcept C205649164 @default.
• W3080545603 hasConcept C206833254 @default.
• W3080545603 hasConcept C24552861 @default.
• W3080545603 hasConcept C2777052490 @default.
• W3080545603 hasConcept C2780310539 @default.
• W3080545603 hasConcept C31972630 @default.
• W3080545603 hasConcept C41008148 @default.
• W3080545603 hasConcept C41895202 @default.
• W3080545603 hasConcept C48044578 @default.
• W3080545603 hasConcept C77088390 @default.
• W3080545603 hasConcept C79334102 @default.
• W3080545603 hasConcept C98045186 @default.
• W3080545603 hasConceptScore W3080545603C106131492 @default.
• W3080545603 hasConceptScore W3080545603C111919701 @default.
• W3080545603 hasConceptScore W3080545603C11413529 @default.
• W3080545603 hasConceptScore W3080545603C119857082 @default.
• W3080545603 hasConceptScore W3080545603C138885662 @default.
• W3080545603 hasConceptScore W3080545603C151510863 @default.
• W3080545603 hasConceptScore W3080545603C153294291 @default.
• W3080545603 hasConceptScore W3080545603C154945302 @default.
• W3080545603 hasConceptScore W3080545603C157286648 @default.
• W3080545603 hasConceptScore W3080545603C205649164 @default.
• W3080545603 hasConceptScore W3080545603C206833254 @default.
• W3080545603 hasConceptScore W3080545603C24552861 @default.
• W3080545603 hasConceptScore W3080545603C2777052490 @default.
• W3080545603 hasConceptScore W3080545603C2780310539 @default.
• W3080545603 hasConceptScore W3080545603C31972630 @default.
• W3080545603 hasConceptScore W3080545603C41008148 @default.
• W3080545603 hasConceptScore W3080545603C41895202 @default.
• W3080545603 hasConceptScore W3080545603C48044578 @default.
• W3080545603 hasConceptScore W3080545603C77088390 @default.
• W3080545603 hasConceptScore W3080545603C79334102 @default.
• W3080545603 hasConceptScore W3080545603C98045186 @default.
• W3080545603 hasFunder F4320334764 @default.
• W3080545603 hasIssue "9" @default.
• W3080545603 hasLocation W30805456031 @default.
• W3080545603 hasLocation W30805456032 @default.

• next