FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2895854890> ?p ?o ?g. }

• W2895854890 endingPage "1642" @default.
• W2895854890 startingPage "1642" @default.
• W2895854890 abstract "A timely inventory of agricultural areas and crop types is an essential requirement for ensuring global food security and allowing early crop monitoring practices. Satellite remote sensing has proven to be an increasingly more reliable tool to identify crop types. With the Copernicus program and its Sentinel satellites, a growing source of satellite remote sensing data is publicly available at no charge. Here, we used joint Sentinel-1 radar and Sentinel-2 optical imagery to create a crop map for Belgium. To ensure homogenous radar and optical inputs across the country, Sentinel-1 12-day backscatter mosaics were created after incidence angle normalization, and Sentinel-2 normalized difference vegetation index (NDVI) images were smoothed to yield 10-daily cloud-free mosaics. An optimized random forest classifier predicted the eight crop types with a maximum accuracy of 82% and a kappa coefficient of 0.77. We found that a combination of radar and optical imagery always outperformed a classification based on single-sensor inputs, and that classification performance increased throughout the season until July, when differences between crop types were largest. Furthermore, we showed that the concept of classification confidence derived from the random forest classifier provided insight into the reliability of the predicted class for each pixel, clearly showing that parcel borders have a lower classification confidence. We concluded that the synergistic use of radar and optical data for crop classification led to richer information increasing classification accuracies compared to optical-only classification. Further work should focus on object-level classification and crop monitoring to exploit the rich potential of combined radar and optical observations." @default.
• W2895854890 created "2018-10-26" @default.
• W2895854890 creator A5024202636 @default.
• W2895854890 creator A5049773774 @default.
• W2895854890 creator A5057484252 @default.
• W2895854890 creator A5082136885 @default.
• W2895854890 date "2018-10-16" @default.
• W2895854890 modified "2023-10-16" @default.
• W2895854890 title "Synergistic Use of Radar Sentinel-1 and Optical Sentinel-2 Imagery for Crop Mapping: A Case Study for Belgium" @default.
• W2895854890 cites W1590165609 @default.
• W2895854890 cites W1813204202 @default.
• W2895854890 cites W1948133483 @default.
• W2895854890 cites W1949910136 @default.
• W2895854890 cites W1965218057 @default.
• W2895854890 cites W1968299234 @default.
• W2895854890 cites W1976881587 @default.
• W2895854890 cites W1984670836 @default.
• W2895854890 cites W2000179198 @default.
• W2895854890 cites W2010167439 @default.
• W2895854890 cites W2010735452 @default.
• W2895854890 cites W2013061102 @default.
• W2895854890 cites W2014158985 @default.
• W2895854890 cites W2014933892 @default.
• W2895854890 cites W2015131624 @default.
• W2895854890 cites W2018490662 @default.
• W2895854890 cites W2020057738 @default.
• W2895854890 cites W2023912087 @default.
• W2895854890 cites W2029320193 @default.
• W2895854890 cites W2030165874 @default.
• W2895854890 cites W2032667441 @default.
• W2895854890 cites W2036524212 @default.
• W2895854890 cites W2039065141 @default.
• W2895854890 cites W2041054901 @default.
• W2895854890 cites W2053154970 @default.
• W2895854890 cites W2056435747 @default.
• W2895854890 cites W2068094410 @default.
• W2895854890 cites W2072175295 @default.
• W2895854890 cites W2075001972 @default.
• W2895854890 cites W2075505566 @default.
• W2895854890 cites W2076973919 @default.
• W2895854890 cites W2086823339 @default.
• W2895854890 cites W2106809936 @default.
• W2895854890 cites W2126898055 @default.
• W2895854890 cites W2131237392 @default.
• W2895854890 cites W2132424470 @default.
• W2895854890 cites W2133797290 @default.
• W2895854890 cites W2138520632 @default.
• W2895854890 cites W2146618204 @default.
• W2895854890 cites W2156905489 @default.
• W2895854890 cites W2160434086 @default.
• W2895854890 cites W2161117972 @default.
• W2895854890 cites W2188225820 @default.
• W2895854890 cites W2247062920 @default.
• W2895854890 cites W2261059368 @default.
• W2895854890 cites W2273708466 @default.
• W2895854890 cites W2342893289 @default.
• W2895854890 cites W2416612050 @default.
• W2895854890 cites W2465339221 @default.
• W2895854890 cites W2503752665 @default.
• W2895854890 cites W2587702131 @default.
• W2895854890 cites W2593173520 @default.
• W2895854890 cites W2619577109 @default.
• W2895854890 cites W2625756857 @default.
• W2895854890 cites W2725897987 @default.
• W2895854890 cites W2745131289 @default.
• W2895854890 cites W2766727660 @default.
• W2895854890 cites W2767166343 @default.
• W2895854890 cites W2767953525 @default.
• W2895854890 cites W2785736744 @default.
• W2895854890 cites W2791592925 @default.
• W2895854890 cites W2803507394 @default.
• W2895854890 cites W2804174907 @default.
• W2895854890 cites W2810242891 @default.
• W2895854890 cites W2883026662 @default.
• W2895854890 cites W2884526666 @default.
• W2895854890 cites W2886493749 @default.
• W2895854890 cites W2911964244 @default.
• W2895854890 cites W561088580 @default.
• W2895854890 doi "https://doi.org/10.3390/rs10101642" @default.
• W2895854890 hasPublicationYear "2018" @default.
• W2895854890 type Work @default.
• W2895854890 sameAs 2895854890 @default.
• W2895854890 citedByCount "172" @default.
• W2895854890 countsByYear W28958548902018 @default.
• W2895854890 countsByYear W28958548902019 @default.
• W2895854890 countsByYear W28958548902020 @default.
• W2895854890 countsByYear W28958548902021 @default.
• W2895854890 countsByYear W28958548902022 @default.
• W2895854890 countsByYear W28958548902023 @default.
• W2895854890 crossrefType "journal-article" @default.
• W2895854890 hasAuthorship W2895854890A5024202636 @default.
• W2895854890 hasAuthorship W2895854890A5049773774 @default.
• W2895854890 hasAuthorship W2895854890A5057484252 @default.
• W2895854890 hasAuthorship W2895854890A5082136885 @default.
• W2895854890 hasBestOaLocation W28958548901 @default.
• W2895854890 hasConcept C111368507 @default.
• W2895854890 hasConcept C127313418 @default.
• W2895854890 hasConcept C127413603 @default.

• next