Matches in SemOpenAlex for { <https://semopenalex.org/work/W3206148911> ?p ?o ?g. }
Showing items 1 to 77 of
77
with 100 items per page.
- W3206148911 abstract "An impact of climate change is the increase in frequency and intensity of extreme precipitation events. However, confidently predicting the likelihood of extreme precipitation at seasonal scales remains an outstanding challenge. Here, we present an approach to forecasting the quantiles of the maximum daily precipitation in each week up to six months ahead using the temporal fusion transformer (TFT) model. Through experiments in two regions, we compare TFT predictions with those of two baselines: climatology and a calibrated ECMWF SEAS5 ensemble forecast (S5). Our results show that, in terms of quantile risk at six month lead time, the TFT predictions significantly outperform those from S5 and show an overall small improvement compared to climatology. The TFT also responds positively to departures from normal that climatology cannot." @default.
- W3206148911 created "2021-10-25" @default.
- W3206148911 creator A5006347550 @default.
- W3206148911 creator A5024220530 @default.
- W3206148911 creator A5025361716 @default.
- W3206148911 creator A5081462806 @default.
- W3206148911 date "2021-07-23" @default.
- W3206148911 modified "2023-09-24" @default.
- W3206148911 title "Extreme Precipitation Seasonal Forecast Using a Transformer Neural Network" @default.
- W3206148911 hasPublicationYear "2021" @default.
- W3206148911 type Work @default.
- W3206148911 sameAs 3206148911 @default.
- W3206148911 citedByCount "0" @default.
- W3206148911 crossrefType "proceedings-article" @default.
- W3206148911 hasAuthorship W3206148911A5006347550 @default.
- W3206148911 hasAuthorship W3206148911A5024220530 @default.
- W3206148911 hasAuthorship W3206148911A5025361716 @default.
- W3206148911 hasAuthorship W3206148911A5081462806 @default.
- W3206148911 hasConcept C105795698 @default.
- W3206148911 hasConcept C107054158 @default.
- W3206148911 hasConcept C118671147 @default.
- W3206148911 hasConcept C119599485 @default.
- W3206148911 hasConcept C127313418 @default.
- W3206148911 hasConcept C127413603 @default.
- W3206148911 hasConcept C140178040 @default.
- W3206148911 hasConcept C147581598 @default.
- W3206148911 hasConcept C149782125 @default.
- W3206148911 hasConcept C153294291 @default.
- W3206148911 hasConcept C165801399 @default.
- W3206148911 hasConcept C205649164 @default.
- W3206148911 hasConcept C33923547 @default.
- W3206148911 hasConcept C39432304 @default.
- W3206148911 hasConcept C49204034 @default.
- W3206148911 hasConcept C66322947 @default.
- W3206148911 hasConceptScore W3206148911C105795698 @default.
- W3206148911 hasConceptScore W3206148911C107054158 @default.
- W3206148911 hasConceptScore W3206148911C118671147 @default.
- W3206148911 hasConceptScore W3206148911C119599485 @default.
- W3206148911 hasConceptScore W3206148911C127313418 @default.
- W3206148911 hasConceptScore W3206148911C127413603 @default.
- W3206148911 hasConceptScore W3206148911C140178040 @default.
- W3206148911 hasConceptScore W3206148911C147581598 @default.
- W3206148911 hasConceptScore W3206148911C149782125 @default.
- W3206148911 hasConceptScore W3206148911C153294291 @default.
- W3206148911 hasConceptScore W3206148911C165801399 @default.
- W3206148911 hasConceptScore W3206148911C205649164 @default.
- W3206148911 hasConceptScore W3206148911C33923547 @default.
- W3206148911 hasConceptScore W3206148911C39432304 @default.
- W3206148911 hasConceptScore W3206148911C49204034 @default.
- W3206148911 hasConceptScore W3206148911C66322947 @default.
- W3206148911 hasLocation W32061489111 @default.
- W3206148911 hasOpenAccess W3206148911 @default.
- W3206148911 hasPrimaryLocation W32061489111 @default.
- W3206148911 hasRelatedWork W2002378613 @default.
- W3206148911 hasRelatedWork W2021880562 @default.
- W3206148911 hasRelatedWork W2022747013 @default.
- W3206148911 hasRelatedWork W2042509423 @default.
- W3206148911 hasRelatedWork W2167955883 @default.
- W3206148911 hasRelatedWork W2369741713 @default.
- W3206148911 hasRelatedWork W2380897664 @default.
- W3206148911 hasRelatedWork W2386776035 @default.
- W3206148911 hasRelatedWork W2501149675 @default.
- W3206148911 hasRelatedWork W2515464388 @default.
- W3206148911 hasRelatedWork W2739605248 @default.
- W3206148911 hasRelatedWork W2790361780 @default.
- W3206148911 hasRelatedWork W2890558261 @default.
- W3206148911 hasRelatedWork W2958219428 @default.
- W3206148911 hasRelatedWork W2991362945 @default.
- W3206148911 hasRelatedWork W3112528374 @default.
- W3206148911 hasRelatedWork W3113778741 @default.
- W3206148911 hasRelatedWork W3178227234 @default.
- W3206148911 hasRelatedWork W3200320086 @default.
- W3206148911 hasRelatedWork W3207694871 @default.
- W3206148911 isParatext "false" @default.
- W3206148911 isRetracted "false" @default.
- W3206148911 magId "3206148911" @default.
- W3206148911 workType "article" @default.