FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4328110739> ?p ?o ?g. }

• W4328110739 endingPage "1684" @default.
• W4328110739 startingPage "1684" @default.
• W4328110739 abstract "The prediction of oceanic features is always an important issue in oceanography, where deep learning has been proven to be a useful tool. In this study, we applied the improved U-net model to predict the monthly sea surface salinity (SSS) over the western Pacific (WP) Ocean, and the model was designed to use the SSSs from six consecutive months to predict the SSS in the next month. The monthly satellite-based SSSs in 2015–2020 were used for model training, and the data collected after January 2021 were used to evaluate the model’s predictive abilities. The results showed that the predicted SSSs represented the general patterns of SSSs over the WP region. However, the small-scale features were smoothed out in the model, and the temporal variations were also not well captured, especially over the East China Sea and Yellow Sea (ECS&YS) region. To further evaluate the potential of the U-net model, a more specific model was conducted for the ECS&YS region (Domain 2), which successfully predicted both spatial and temporal variations in the SSSs, including the spreading and retreating of the low-salinity tongue. Based on the comparison between the two domains and sensitivity experiments, we found that the prediction biases were contributed by the spatial distributions of the SSSs, the domain size, and the filter numbers. In addition, further multi-step prediction experiments suggested that our U-net model could also be used for long-time prediction, and we have examined up to five months. Overall, this study demonstrated the great ability and potential of the U-net model for predicting SSS, even though only a few trainable data are available." @default.
• W4328110739 created "2023-03-22" @default.
• W4328110739 creator A5000965102 @default.
• W4328110739 creator A5002097980 @default.
• W4328110739 creator A5077217040 @default.
• W4328110739 date "2023-03-21" @default.
• W4328110739 modified "2023-10-14" @default.
• W4328110739 title "A Modified U-Net Model for Predicting the Sea Surface Salinity over the Western Pacific Ocean" @default.
• W4328110739 cites W1525622225 @default.
• W4328110739 cites W1901129140 @default.
• W4328110739 cites W1999286724 @default.
• W4328110739 cites W2030990735 @default.
• W4328110739 cites W2036856405 @default.
• W4328110739 cites W2041037004 @default.
• W4328110739 cites W2064675550 @default.
• W4328110739 cites W2065609362 @default.
• W4328110739 cites W2073496733 @default.
• W4328110739 cites W2079018753 @default.
• W4328110739 cites W2083308520 @default.
• W4328110739 cites W2107878631 @default.
• W4328110739 cites W2110485445 @default.
• W4328110739 cites W2113743138 @default.
• W4328110739 cites W2117671523 @default.
• W4328110739 cites W2131843724 @default.
• W4328110739 cites W2140550117 @default.
• W4328110739 cites W2162606499 @default.
• W4328110739 cites W2253671363 @default.
• W4328110739 cites W2540380903 @default.
• W4328110739 cites W2606203408 @default.
• W4328110739 cites W2619995677 @default.
• W4328110739 cites W2767793144 @default.
• W4328110739 cites W2770549261 @default.
• W4328110739 cites W2809254203 @default.
• W4328110739 cites W2858279889 @default.
• W4328110739 cites W2893604819 @default.
• W4328110739 cites W2899816880 @default.
• W4328110739 cites W2921324658 @default.
• W4328110739 cites W2930664421 @default.
• W4328110739 cites W2936006873 @default.
• W4328110739 cites W2945471725 @default.
• W4328110739 cites W2951488766 @default.
• W4328110739 cites W2967059064 @default.
• W4328110739 cites W2995676548 @default.
• W4328110739 cites W2997473273 @default.
• W4328110739 cites W3001611209 @default.
• W4328110739 cites W3013216831 @default.
• W4328110739 cites W3015153359 @default.
• W4328110739 cites W3021018039 @default.
• W4328110739 cites W3021091770 @default.
• W4328110739 cites W3034745255 @default.
• W4328110739 cites W3037529526 @default.
• W4328110739 cites W3122313771 @default.
• W4328110739 cites W3126335003 @default.
• W4328110739 cites W3128068235 @default.
• W4328110739 cites W3130937359 @default.
• W4328110739 cites W3158655122 @default.
• W4328110739 cites W3175436202 @default.
• W4328110739 cites W3187054420 @default.
• W4328110739 cites W3194566152 @default.
• W4328110739 cites W4233045206 @default.
• W4328110739 cites W4280519114 @default.
• W4328110739 cites W4292634759 @default.
• W4328110739 cites W4297474326 @default.
• W4328110739 cites W4313294266 @default.
• W4328110739 doi "https://doi.org/10.3390/rs15061684" @default.
• W4328110739 hasPublicationYear "2023" @default.
• W4328110739 type Work @default.
• W4328110739 citedByCount "0" @default.
• W4328110739 crossrefType "journal-article" @default.
• W4328110739 hasAuthorship W4328110739A5000965102 @default.
• W4328110739 hasAuthorship W4328110739A5002097980 @default.
• W4328110739 hasAuthorship W4328110739A5077217040 @default.
• W4328110739 hasBestOaLocation W43281107391 @default.
• W4328110739 hasConcept C111368507 @default.
• W4328110739 hasConcept C127313418 @default.
• W4328110739 hasConcept C127413603 @default.
• W4328110739 hasConcept C129513315 @default.
• W4328110739 hasConcept C146978453 @default.
• W4328110739 hasConcept C19269812 @default.
• W4328110739 hasConcept C39432304 @default.
• W4328110739 hasConcept C49204034 @default.
• W4328110739 hasConceptScore W4328110739C111368507 @default.
• W4328110739 hasConceptScore W4328110739C127313418 @default.
• W4328110739 hasConceptScore W4328110739C127413603 @default.
• W4328110739 hasConceptScore W4328110739C129513315 @default.
• W4328110739 hasConceptScore W4328110739C146978453 @default.
• W4328110739 hasConceptScore W4328110739C19269812 @default.
• W4328110739 hasConceptScore W4328110739C39432304 @default.
• W4328110739 hasConceptScore W4328110739C49204034 @default.
• W4328110739 hasIssue "6" @default.
• W4328110739 hasLocation W43281107391 @default.
• W4328110739 hasOpenAccess W4328110739 @default.
• W4328110739 hasPrimaryLocation W43281107391 @default.
• W4328110739 hasRelatedWork W2002340745 @default.
• W4328110739 hasRelatedWork W2026941779 @default.
• W4328110739 hasRelatedWork W2077024007 @default.
• W4328110739 hasRelatedWork W2097792862 @default.
• W4328110739 hasRelatedWork W2310095003 @default.

• next