ArticleScientific data2023
Monitoring of carbon-water fluxes at Eurasian meteorological stations using random forest and remote sensing.
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Article in Scientific data, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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88 authors.
Mingjuan Xie *State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China.ORCID http://orcid.org/0000-0002-6656-4744
Xiaofei Ma *State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China.ORCID http://orcid.org/0000-0001-9456-0065
Yuangang WangState Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China.ORCID http://orcid.org/0000-0003-1207-6670
Chaofan LiSchool of Geographical Sciences, Nanjing University of Information Science and Technology, Nanjing, 210044, China.ORCID http://orcid.org/0000-0002-6020-9899
Haiyang ShiSchool of Earth Sciences and Engineering, Hohai University, Nanjing, 211100, China.ORCID http://orcid.org/0000-0002-6105-4737
Xiuliang YuanState Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China.
Olaf HellwichDepartment of Computer Vision & Remote Sensing, Technische Universität Berlin, 10587, Berlin, Germany.
Chunbo ChenState Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China.
Wenqiang ZhangState Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China.ORCID http://orcid.org/0000-0001-7316-6456
Chen ZhangState Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China.ORCID http://orcid.org/0000-0002-1882-6236
Qing LingState Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China.ORCID http://orcid.org/0009-0000-0095-0223
Ruixiang GaoState Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China.ORCID http://orcid.org/0009-0006-2819-4996
Yu ZhangState Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China.ORCID http://orcid.org/0000-0002-9796-672X
Friday Uchenna OchegeState Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China.ORCID http://orcid.org/0000-0002-6661-0966
Amaury FranklDepartment of Geography, Ghent University, Ghent, 9000, Belgium.ORCID http://orcid.org/0000-0002-1685-2780
Philippe De MaeyerState Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China.
Nina BuchmannDepartment of Environmental Systems Science, Institute of Agricultural Sciences, ETH Zürich, 8092, Zürich, Switzerland.ORCID http://orcid.org/0000-0003-0826-2980
Iris FeigenwinterDepartment of Environmental Systems Science, Institute of Agricultural Sciences, ETH Zürich, 8092, Zürich, Switzerland.
Jørgen E OlesenDepartment of Agroecology, Aarhus University, Tjele, Denmark.ORCID http://orcid.org/0000-0002-6639-1273
Radoslaw JuszczakLaboratory of Bioclimatology, Department of Ecology and Environmental Protection, Faculty of Environmental and Mechanical Engineering, Poznan University of Life Sciences, Piatkowska 94, 60-649, Poznan, Poland.
Adrien JacototSol, Agro et hydrosystèmes, Spatialisation (SAS), UMR 1069, INRAE, Institut Agro, 35000, Rennes, France.ORCID http://orcid.org/0000-0002-0126-7597
Aino KorrensaloDepartment of Environmental and Biological Sciences, University of Eastern Finland, Joensuu campus, P.O Box 111, Joensuu, FI-80101, Finland.
Andrea PitaccoUniversity of Padova - DAFNAE, Viale dell'Università 16, I-35020, Padova, Legnaro (PD), Italy.ORCID http://orcid.org/0000-0002-7260-6242
Andrej VarlaginA.N Severtsov Institute of Ecology and Evolution, Russian Academy of Sciences, 119071, Leninsky pr.33, Moscow, Russia.ORCID http://orcid.org/0000-0002-2549-5236
Ankit ShekharDepartment of Environmental Systems Science, Institute of Agricultural Sciences, ETH Zürich, 8092, Zürich, Switzerland.ORCID http://orcid.org/0000-0003-0802-2821
Annalea LohilaClimate System Research, Finnish Meteorological Institute, P.O Box 503, FI-00101, Helsinki, Finland.ORCID http://orcid.org/0000-0003-3541-672X
Arnaud CarraraFundación CEAM, Parque Tecnológico, C/Charles R. Darwin, 14, Paterna, 46980, Spain.ORCID http://orcid.org/0000-0002-9095-8807
Aurore BrutCESBIO, Université de Toulouse, CNES/CNRS/INRAE/IRD/UPS, Toulouse, France.
Bart KruijtWageningen Univertsity, Water Systems and Global change group, PO bx 47, 7700AA, Wageningen, Netherlands.ORCID http://orcid.org/0000-0002-6186-1731
Benjamin LoubetECOSYS, INRAE, AgroParisTech, Université Paris-Saclay, 22 place de l'agronomie, 91120, Palaiseau, France.
Bernard HeineschTerra Teaching and Research Center, University of Liège - Gembloux Agro-Bio Tech, 5030, Gembloux, Belgium.
Bogdan ChojnickiLaboratory of Bioclimatology, Department of Ecology and Environmental Protection, Faculty of Environmental and Mechanical Engineering, Poznan University of Life Sciences, Piatkowska 94, 60-649, Poznan, Poland.
Carole HelfterUK Centre for Ecology & Hydrology (UKCEH), Bush Estate, Penicuik, EH26 0QB, UK.ORCID http://orcid.org/0000-0001-5773-4652
Caroline VinckeEarth and Life Institute, Université Catholique de Louvain, 1348, Louvain-la-Neuve, Belgium.
Changliang ShaoNational Hulunber Grassland Ecosystem Observation and Research Station & Institute of Agricultural Resources and Regional Planning, Chinese Academy of Agricultural Sciences, Beijing, 100081, China.
Christian BernhoferInstitute of Hydrology and Meteorology, TUD Dresden University of Technology, Pienner Str. 23, 01737, Tharandt, Germany.ORCID http://orcid.org/0000-0003-1061-3073
Christian BrümmerThünen Institute of Climate-Smart Agriculture, 38116, Braunschweig, Germany.ORCID http://orcid.org/0000-0001-6621-5010
Christian WilleGFZ German Research Centre for Geosciences, Telegrafenberg, 14473, Potsdam, Germany.ORCID http://orcid.org/0000-0003-0930-6527
Eeva-Stiina TuittilaSchool of Forest Sciences, University of Eastern Finland, P.O Box 111, FIN-80100, Joensuu, Finland.ORCID http://orcid.org/0000-0001-8861-3167
Eiko NemitzUK Centre for Ecology & Hydrology (UKCEH), Bush Estate, Penicuik, EH26 0QB, UK.
Franco MeggioUniversity of Padova - DAFNAE, Viale dell'Università 16, I-35020, Padova, Legnaro (PD), Italy.ORCID http://orcid.org/0000-0002-1693-7709
Gang DongSchool of Life Science, Shanxi University, Taiyuan, 030006, China.
Gary LaniganTeagasc, Johnstown Castle, Wexford, Ireland.
Georg NiedristEurac research, Institute for Alpine Environment, Viale Druso 1, 39100, Bolzano, Italy.ORCID http://orcid.org/0000-0002-7511-6273
Georg WohlfahrtInstitut für Ökologie, Universität Innsbruck, Innrain 52, 6020, Innsbruck, Austria.ORCID http://orcid.org/0000-0003-3080-6702
Guoyi ZhouInstitute of Ecology and School of Applied Meteorology, Nanjing University of Information Science & Technology, Nanjing, 210044, China.
Ignacio GodedEuropean Commission, Joint Research Centre (JRC), Ispra, Italy.ORCID http://orcid.org/0000-0002-1912-325X
Thomas GruenwaldInstitute of Hydrology and Meteorology, TUD Dresden University of Technology, Pienner Str. 23, 01737, Tharandt, Germany.ORCID http://orcid.org/0000-0003-2263-0073
Janusz OlejnikLaboratory of Meteorology, Department of Construction and Geoengineering, Faculty of Environmental and Mechanical Engineering, Poznan University of Life Sciences, Piatkowska 94, 60-649, Poznan, Poland.ORCID http://orcid.org/0000-0001-5305-1045
Joachim JansenDepartment of Ecology and Genetics/Limnology, Uppsala University, Norbyvägen 18 D, 752 36, Uppsala, Sweden.ORCID http://orcid.org/0000-0001-5965-7662
Johan NeirynckResearch Institute for Nature and Forest, Geraardsbergen, 9500, Belgium.ORCID http://orcid.org/0000-0002-7349-3614
Juha-Pekka TuovinenClimate System Research, Finnish Meteorological Institute, P.O Box 503, FI-00101, Helsinki, Finland.ORCID http://orcid.org/0000-0001-7857-036X
Junhui ZhangSchool of life sciences, Qufu Normal University, 57 Jingxuan West Road, Qufu, 273165, Shandong, China.
Katja KlumppGrassland Ecosystem Research, INRAE, VetAgro-Sup, University of Clermont Auvergne, 5 Chemin de Beaulieu, 63000, Clermont Ferrand, France.ORCID http://orcid.org/0000-0002-4799-5231
Kim PilegaardDepartment of Environmental Engineering, Technical University of Denmark (DTU), Kgs, Lyngby, 2800, Denmark.
Ladislav ŠigutDepartment of Matter and Energy Fluxes, Global Change Research Institute CAS, Bělidla 986/4a, CZ-603 00, Brno, Czech Republic.ORCID http://orcid.org/0000-0003-1951-4100
Leif KlemedtssonDepartement of Earth Sciences, Gothenburg University, Guldhedsgatan 5A, Po.Box 460, SE 405 30, Gothenburg, Sweden.ORCID http://orcid.org/0000-0002-1122-0717
Luca TezzaUniversity of Padova - DAFNAE, Viale dell'Università 16, I-35020, Padova, Legnaro (PD), Italy.ORCID http://orcid.org/0000-0001-7291-9487
Lukas HörtnaglDepartment of Environmental Systems Science, Institute of Agricultural Sciences, ETH Zürich, 8092, Zürich, Switzerland.ORCID http://orcid.org/0000-0002-5569-0761
Marek UrbaniakLaboratory of Meteorology, Department of Construction and Geoengineering, Faculty of Environmental and Mechanical Engineering, Poznan University of Life Sciences, Piatkowska 94, 60-649, Poznan, Poland.ORCID http://orcid.org/0000-0002-1225-9170
Marilyn RolandDepartment of Biology, University of Antwerp, Wilrijk, 2610, Belgium.ORCID http://orcid.org/0000-0002-5770-3896
Marius SchmidtAgrosphere Institute IBG-3, Forschungszentrum Jülich, Jülich, 52425, Germany.ORCID http://orcid.org/0000-0001-5292-7092
Mark A SuttonUK Centre for Ecology & Hydrology (UKCEH), Bush Estate, Penicuik, EH26 0QB, UK.
Markus HehnInstitute of Hydrology and Meteorology, TUD Dresden University of Technology, Pienner Str. 23, 01737, Tharandt, Germany.
Matthew SaundersSchool of Natural Sciences, Botany Discipline, Trinity College Dublin, D2, Dublin, Ireland.ORCID http://orcid.org/0000-0002-1965-8932
Matthias MauderInstitute of Hydrology and Meteorology, TUD Dresden University of Technology, Pienner Str. 23, 01737, Tharandt, Germany.
Mika AurelaClimate System Research, Finnish Meteorological Institute, P.O Box 503, FI-00101, Helsinki, Finland.ORCID http://orcid.org/0000-0002-4046-7225
Mika KorkiakoskiClimate System Research, Finnish Meteorological Institute, P.O Box 503, FI-00101, Helsinki, Finland.ORCID http://orcid.org/0000-0001-6875-9978
Mingyuan DuNational Agriculture and Food Research Organization, Tsukuba, Ibaraki, 305-8517, Japan.ORCID http://orcid.org/0000-0003-0373-1661
Nadia VendrameCenter Agriculture Food Environment, University of Trento, Via Edmund Mach 1, I-38010, Trento, San Michele all'Adige (TN), Italy.ORCID http://orcid.org/0000-0002-2772-6755
Natalia KowalskaDepartment of Matter and Energy Fluxes, Global Change Research Institute CAS, Bělidla 986/4a, CZ-603 00, Brno, Czech Republic.ORCID http://orcid.org/0000-0002-7366-7231
Paul G LeahySchool of Engineering & Architecture, University College Cork, College Road, Cork, T12 K8AF, Republic of Ireland.ORCID http://orcid.org/0000-0003-4478-3863
Pavel AlekseychikNatural Resources Institute Finland, Bioeconomy and environment, 00790, Helsinki, Finland.
Peili ShiLhasa Station, Key Laboratory of Ecosystem Network Observation and Modeling, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China.ORCID http://orcid.org/0000-0002-1120-0003
Per WeslienDepartement of Earth Sciences, Gothenburg University, Guldhedsgatan 5A, Po.Box 460, SE 405 30, Gothenburg, Sweden.ORCID http://orcid.org/0000-0001-6626-2925
Shiping ChenState Key Laboratory of Vegetation and Environmental Change, Institute of Botany, Chinese Academy of Sciences, Beijing, 100093, China.
Silvano FaresNational Research Council of Italy, Institute for Agriculture and Forestry Systems in the Mediterranean, Portici, Naples, Italy.ORCID http://orcid.org/0000-0002-1990-0928
Thomas FriborgDepartment of Geosciences and Natural Resource Management, University of Copenhagen, Oester Voldgade 10, 1350, Copenhagen K, Denmark.ORCID http://orcid.org/0000-0001-5633-6097
Tiphaine TallecCESBIO, Université de Toulouse, CNES/CNRS/INRAE/IRD/UPS, Toulouse, France.
Tomomichi KatoResearch Faculty of Agriculture, Hokkaido University, Sapporo, Hokkaido, 060-8589, Japan.ORCID http://orcid.org/0000-0003-3757-3243
Torsten SachsGFZ German Research Centre for Geosciences, Telegrafenberg, 14473, Potsdam, Germany.ORCID http://orcid.org/0000-0002-9959-4771
Trofim MaximovInstitute for Biological Problems of Cryolithozone, Siberian Branch of the Russian Academy of Sciences, Yakutsk, Russia.
Umberto Morra di CellaClimate Change Dept., Environmental Protection Agency of Aosta Valley, Saint-Christophe, I-11020, Italy.
Uta ModerowInstitute of Hydrology and Meteorology, TUD Dresden University of Technology, Pienner Str. 23, 01737, Tharandt, Germany.ORCID http://orcid.org/0000-0002-5467-2211
Yingnian LiNorthwest Institute of Plateau Biology, Chinese Academy of Sciences, Qinghai, Xining, 810008, China.ORCID http://orcid.org/0000-0002-1538-687X
Yongtao HeLhasa Station, Key Laboratory of Ecosystem Network Observation and Modeling, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China.
Yoshiko KosugiLaboratory of Forest Hydrology, Graduate School of Agriculture, Kyoto University, 606-8502, Kyoto, Japan.
Geping LuoState Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China. luogp@ms.xjb.ac.cn.ORCID http://orcid.org/0000-0003-0553-9454
Funding
No grant is acknowledged in the PubMed record.
Abstract
Simulating the carbon-water fluxes at more widely distributed meteorological stations based on the sparsely and unevenly distributed eddy covariance flux stations is needed to accurately understand the carbon-water cycle of terrestrial ecosystems. We established a new framework consisting of machine learning, determination coefficient (R
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