FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387592425> ?p ?o ?g. }

• W4387592425 endingPage "190" @default.
• W4387592425 startingPage "176" @default.
• W4387592425 abstract "Remote sensing imagery is one of the most widely used data sources for large-scale Earth observations with consistent spatial and temporal quality. However, the current usage scenarios of Earth’s surface remote sensing images, such as those generated from Landsat, Sentinel 2, and SAR, are largely limited to retrospective tasks, as they are often used to reconstruct existing phenomena, such as land use change, flood inundation, and wildfire. This study proposes MA-SARNet, a one-shot nowcasting framework built with a modified MA-Net structure and ResNet50 as the backbone, to predict the backscatter values of Synthetic-Aperture Radar (SAR) images using the previous SAR observations, precipitation, soil moisture, and geomorphic data layers as input. The model was trained, validated, and tested with SAR images collected during the catastrophic 2019 Midwest U.S. Floods that affected several states on the Missouri and Mississippi River tributaries. Compared to the benchmark performance, model predictions show an increase of 31.9% and 17.8% for the mean and median AAI (Assemble Accuracy Index) and an increase of 37.9% and 15.1% for the mean and median NSE (Nash-Sutcliffe Efficiency) on the test set. Results showed that the flood extent derived from backscatter predictions has less misclassifications caused by pixel-level noise compared to the flood map derived using the real backscatters. Results from spatial and temporal robustness tests demonstrate that the model has sufficient generalization potential and does not require further fine-tuning to work with new data, and therefore proves its usefulness in real-time Earth surface prediction tasks that are aimed at fast response to and mitigation for upcoming floods on a tight time schedule." @default.
• W4387592425 created "2023-10-13" @default.
• W4387592425 creator A5034575855 @default.
• W4387592425 creator A5035541873 @default.
• W4387592425 creator A5063643206 @default.
• W4387592425 creator A5078658866 @default.
• W4387592425 creator A5089815850 @default.
• W4387592425 date "2023-11-01" @default.
• W4387592425 modified "2023-10-14" @default.
• W4387592425 title "MA-SARNet: A one-shot nowcasting framework for SAR image prediction with physical driving forces" @default.
• W4387592425 cites W2013580793 @default.
• W4387592425 cites W2033904036 @default.
• W4387592425 cites W2058998445 @default.
• W4387592425 cites W2060375854 @default.
• W4387592425 cites W2462089918 @default.
• W4387592425 cites W2619345056 @default.
• W4387592425 cites W2805797359 @default.
• W4387592425 cites W2910618474 @default.
• W4387592425 cites W2947720450 @default.
• W4387592425 cites W2960732164 @default.
• W4387592425 cites W2989014883 @default.
• W4387592425 cites W2989920058 @default.
• W4387592425 cites W3007396956 @default.
• W4387592425 cites W3008175008 @default.
• W4387592425 cites W3015151672 @default.
• W4387592425 cites W3019976889 @default.
• W4387592425 cites W3022424777 @default.
• W4387592425 cites W3025826703 @default.
• W4387592425 cites W3047260318 @default.
• W4387592425 cites W3047373789 @default.
• W4387592425 cites W3069599463 @default.
• W4387592425 cites W3088226460 @default.
• W4387592425 cites W3091416869 @default.
• W4387592425 cites W3094387475 @default.
• W4387592425 cites W3124269386 @default.
• W4387592425 cites W3125041822 @default.
• W4387592425 cites W3129440727 @default.
• W4387592425 cites W3132961215 @default.
• W4387592425 cites W3138818617 @default.
• W4387592425 cites W3142873064 @default.
• W4387592425 cites W3158211256 @default.
• W4387592425 cites W3166301727 @default.
• W4387592425 cites W3166344614 @default.
• W4387592425 cites W3172665343 @default.
• W4387592425 cites W3175524406 @default.
• W4387592425 cites W3201210886 @default.
• W4387592425 cites W3216390025 @default.
• W4387592425 cites W4200288366 @default.
• W4387592425 cites W4206111533 @default.
• W4387592425 cites W4213304302 @default.
• W4387592425 cites W4220792318 @default.
• W4387592425 cites W4220849951 @default.
• W4387592425 cites W4220901066 @default.
• W4387592425 cites W4221025658 @default.
• W4387592425 cites W4226025616 @default.
• W4387592425 cites W4281259014 @default.
• W4387592425 cites W4283661785 @default.
• W4387592425 cites W4285810972 @default.
• W4387592425 cites W4289205502 @default.
• W4387592425 cites W4289867705 @default.
• W4387592425 cites W4292122003 @default.
• W4387592425 cites W4292829076 @default.
• W4387592425 cites W4293084591 @default.
• W4387592425 cites W4296688435 @default.
• W4387592425 cites W4296932910 @default.
• W4387592425 cites W4308071590 @default.
• W4387592425 cites W4312979490 @default.
• W4387592425 cites W4322754442 @default.
• W4387592425 cites W4323031549 @default.
• W4387592425 doi "https://doi.org/10.1016/j.isprsjprs.2023.10.002" @default.
• W4387592425 hasPublicationYear "2023" @default.
• W4387592425 type Work @default.
• W4387592425 citedByCount "0" @default.
• W4387592425 crossrefType "journal-article" @default.
• W4387592425 hasAuthorship W4387592425A5034575855 @default.
• W4387592425 hasAuthorship W4387592425A5035541873 @default.
• W4387592425 hasAuthorship W4387592425A5063643206 @default.
• W4387592425 hasAuthorship W4387592425A5078658866 @default.
• W4387592425 hasAuthorship W4387592425A5089815850 @default.
• W4387592425 hasConcept C104317684 @default.
• W4387592425 hasConcept C127313418 @default.
• W4387592425 hasConcept C153294291 @default.
• W4387592425 hasConcept C166957645 @default.
• W4387592425 hasConcept C185592680 @default.
• W4387592425 hasConcept C205649164 @default.
• W4387592425 hasConcept C2781013037 @default.
• W4387592425 hasConcept C39432304 @default.
• W4387592425 hasConcept C41008148 @default.
• W4387592425 hasConcept C55493867 @default.
• W4387592425 hasConcept C62649853 @default.
• W4387592425 hasConcept C63479239 @default.
• W4387592425 hasConcept C74256435 @default.
• W4387592425 hasConcept C87360688 @default.
• W4387592425 hasConceptScore W4387592425C104317684 @default.
• W4387592425 hasConceptScore W4387592425C127313418 @default.
• W4387592425 hasConceptScore W4387592425C153294291 @default.
• W4387592425 hasConceptScore W4387592425C166957645 @default.
• W4387592425 hasConceptScore W4387592425C185592680 @default.

• next