{ "coverage": { "_type": "FeatureCollection", "features": [{ "_type": "LatLonBox", "label": "Global lat/lon box", "max": { "lat": 90.0, "lon": 180.0 }, "min": { "lat": -90.0, "lon": -180.0 } }], "geo": { "features": [{ "geometry": { "coordinates": [[[-180.0, -90.0], [-180.0, 90.0], [180.0, 90.0], [180.0, -90.0], [-180.0, -90.0]]], "type": "Polygon" }, "properties": { "label": "Global lat/lon box" }, "type": "Feature" }], "type": "FeatureCollection" } }, "creator": { "name": "Carbon Portal", "self": { "comments": [], "label": "CP", "uri": "http://meta.icos-cp.eu/resources/organizations/CP" } }, "description": "This compilation comprises four datasets showcasing transpiration dynamics for the 2014 within the FLUXCOM-X framework. Derived from machine learning models trained on in-situ eddy covariance data, these datasets offer comprehensive insights into global evapotranspiration patterns. The X-BASE experiment, fundamental to FLUXCOM-X, incorporates core meteorological data, plant functional type classification, MODIS-based vegetation indices, and land surface temperature as predictors. 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The X-BASE experiment is a basic configuration to serve as a baseline for the FLUXCOM-X framework and includes as predictors the core meteorological data, plant functional type classification as well as MODIS based vegetation indices and land surface temperature. XGBoost was used as the machine learning algorithm.\n\nPublished paper: \nNelson, J. A., Walther, S., Gans, F., Kraft, B., Weber, U., Novick, K., Buchmann, N., Migliavacca, M., Wohlfahrt, G., Šigut, L., Ibrom, A., Papale, D., Göckede, M., Duveiller, G., Knohl, A., Hörtnagl, L., Scott, R. L., Zhang, W., Hamdi, Z. M., Reichstein, M., Aranda-Barranco, S., Ardö, J., Op de Beeck, M., Billesbach, D., Bowling, D., Bracho, R., Brümmer, C., Camps-Valls, G., Chen, S., Cleverly, J. R., Desai, A., Dong, G., El-Madany, T. S., Euskirchen, E. S., Feigenwinter, I., Galvagno, M., Gerosa, G. A., Gielen, B., Goded, I., Goslee, S., Gough, C. M., Heinesch, B., Ichii, K., Jackowicz-Korczynski, M. A., Klosterhalfen, A., Knox, S., Kobayashi, H., Kohonen, K.-M., Korkiakoski, M., Mammarella, I., Gharun, M., Marzuoli, R., Matamala, R., Metzger, S., Montagnani, L., Nicolini, G., O'Halloran, T., Ourcival, J.-M., Peichl, M., Pendall, E., Ruiz Reverter, B., Roland, M., Sabbatini, S., Sachs, T., Schmidt, M., Schwalm, C. R., Shekhar, A., Silberstein, R., Silveira, M. L., Spano, D., Tagesson, T., Tramontana, G., Trotta, C., Turco, F., Vesala, T., Vincke, C., Vitale, D., Vivoni, E. R., Wang, Y., Woodgate, W., Yepez, E. A., Zhang, J., Zona, D., and Jung, M.: X-BASE: the first terrestrial carbon and water flux products from an extended data-driven scaling framework, FLUXCOM-X, Biogeosciences, 21, 5079–5115, https://doi.org/10.5194/bg-21-5079-2024, 2024. \r\nKW - BIOGEOCHEMICAL CYCLES\r\nKW - CARBON\r\nKW - ECOSYSTEM FUNCTIONS\r\nKW - FLUXCOM\r\nKW - LAND SURFACE\r\nKW - TERRESTRIAL ECOSYSTEMS\r\nKW - VEGETATION\r\nKW - biosphere modeling\r\nKW - carbon flux\r\nKW - FLUXCOM-X\r\nPY - 2023\r\nPB - ICOS ERIC -- Carbon Portal\r\nER -", "citationString": "Nelson, J.A., Walther, S., Jung, M., Gans, F., Kraft, B., Weber, U., Hamdi, Z., Duveiller, G., Zhang, W., 2023. 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The X-BASE experiment is a basic configuration to serve as a baseline for the FLUXCOM-X framework and includes as predictors the core meteorological data, plant functional type classification as well as MODIS based vegetation indices and land surface temperature. XGBoost was used as the machine learning algorithm.\n\nPublished paper: \nNelson, J. A., Walther, S., Gans, F., Kraft, B., Weber, U., Novick, K., Buchmann, N., Migliavacca, M., Wohlfahrt, G., Šigut, L., Ibrom, A., Papale, D., Göckede, M., Duveiller, G., Knohl, A., Hörtnagl, L., Scott, R. L., Zhang, W., Hamdi, Z. M., Reichstein, M., Aranda-Barranco, S., Ardö, J., Op de Beeck, M., Billesbach, D., Bowling, D., Bracho, R., Brümmer, C., Camps-Valls, G., Chen, S., Cleverly, J. R., Desai, A., Dong, G., El-Madany, T. S., Euskirchen, E. S., Feigenwinter, I., Galvagno, M., Gerosa, G. A., Gielen, B., Goded, I., Goslee, S., Gough, C. M., Heinesch, B., Ichii, K., Jackowicz-Korczynski, M. A., Klosterhalfen, A., Knox, S., Kobayashi, H., Kohonen, K.-M., Korkiakoski, M., Mammarella, I., Gharun, M., Marzuoli, R., Matamala, R., Metzger, S., Montagnani, L., Nicolini, G., O'Halloran, T., Ourcival, J.-M., Peichl, M., Pendall, E., Ruiz Reverter, B., Roland, M., Sabbatini, S., Sachs, T., Schmidt, M., Schwalm, C. R., Shekhar, A., Silberstein, R., Silveira, M. L., Spano, D., Tagesson, T., Tramontana, G., Trotta, C., Turco, F., Vesala, T., Vincke, C., Vitale, D., Vivoni, E. R., Wang, Y., Woodgate, W., Yepez, E. A., Zhang, J., Zona, D., and Jung, M.: X-BASE: the first terrestrial carbon and water flux products from an extended data-driven scaling framework, FLUXCOM-X, Biogeosciences, 21, 5079–5115, https://doi.org/10.5194/bg-21-5079-2024, 2024. ", "descriptionType": "Abstract" }], "doi": "10.18160/5NZG-JMJE", "formats": ["NetCDF (spatial)"], "fundingReferences": [], "geoLocations": [{ "geoLocationBox": { "eastBoundLongitude": 180.0, "northBoundLatitude": 90.0, "southBoundLatitude": -90.0, "westBoundLongitude": -180.0 }, "geoLocationPlace": "Global lat/lon box" }], "publicationYear": 2023, "publisher": "ICOS ERIC -- Carbon Portal", "rightsList": [{ "rights": "Creative Commons Attribution 4.0 International", "rightsUri": "https://creativecommons.org/licenses/by/4.0/legalcode" }], "state": "findable", "subjects": [{ "subject": "BIOGEOCHEMICAL CYCLES" }, { "subject": "CARBON" }, { "subject": "ECOSYSTEM FUNCTIONS" }, { "subject": "FLUXCOM" }, { "subject": "LAND SURFACE" }, { "subject": "TERRESTRIAL ECOSYSTEMS" }, { "subject": "VEGETATION" }, { "subject": "biosphere modeling" }, { "subject": "carbon flux" }, { "subject": "FLUXCOM-X" }], "titles": [{ "lang": "en-us", "title": "FLUXCOM-X-BASE" }, { "lang": "en-us", "title": "X-BASE", "titleType": "AlternativeTitle" }], "types": { "resourceType": "netcdf", "resourceTypeGeneral": "Dataset" }, "url": "https://meta.icos-cp.eu/collections/zfwf1Ak2I7OlziGDTX8Xl6_T", "version": "1.0" }, "title": "FLUXCOM-X-BASE transpiration for 2014" }, "res": "https://meta.icos-cp.eu/collections/hNm5c9pTc4Kks50GMKOppeQQ", "title": "FLUXCOM-X-BASE transpiration for 2014" }