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Xie M, Ma X, Wang Y, Li C, Shi H, Yuan X, Hellwich O, Chen C, Zhang W, Zhang C, Ling Q, Gao R, Zhang Y, Ochege FU, Frankl A, De Maeyer P, Buchmann N, Feigenwinter I, Olesen JE, Juszczak R, Jacotot A, Korrensalo A, Pitacco A, Varlagin A, Shekhar A, Lohila A, Carrara A, Brut A, Kruijt B, Loubet B, Heinesch B, Chojnicki B, Helfter C, Vincke C, Shao C, Bernhofer C, Brümmer C, Wille C, Tuittila ES, Nemitz E, Meggio F, Dong G, Lanigan G, Niedrist G, Wohlfahrt G, Zhou G, Goded I, Gruenwald T, Olejnik J, Jansen J, Neirynck J, Tuovinen JP, Zhang J, Klumpp K, Pilegaard K, Šigut L, Klemedtsson L, Tezza L, Hörtnagl L, Urbaniak M, Roland M, Schmidt M, Sutton MA, Hehn M, Saunders M, Mauder M, Aurela M, Korkiakoski M, Du M, Vendrame N, Kowalska N, Leahy PG, Alekseychik P, Shi P, Weslien P, Chen S, Fares S, Friborg T, Tallec T, Kato T, Sachs T, Maximov T, di Cella UM, Moderow U, Li Y, He Y, Kosugi Y, Luo G. Monitoring of carbon-water fluxes at Eurasian meteorological stations using random forest and remote sensing. Sci Data 2023; 10:587. [PMID: 37679357 PMCID: PMC10485062 DOI: 10.1038/s41597-023-02473-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2022] [Accepted: 08/14/2023] [Indexed: 09/09/2023] Open
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 (R2), Euclidean distance, and remote sensing (RS), to simulate the daily net ecosystem carbon dioxide exchange (NEE) and water flux (WF) of the Eurasian meteorological stations using a random forest model or/and RS. The daily NEE and WF datasets with RS-based information (NEE-RS and WF-RS) for 3774 and 4427 meteorological stations during 2002-2020 were produced, respectively. And the daily NEE and WF datasets without RS-based information (NEE-WRS and WF-WRS) for 4667 and 6763 meteorological stations during 1983-2018 were generated, respectively. For each meteorological station, the carbon-water fluxes meet accuracy requirements and have quasi-observational properties. These four carbon-water flux datasets have great potential to improve the assessments of the ecosystem carbon-water dynamics.
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Affiliation(s)
- Mingjuan Xie
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China
- Department of Geography, Ghent University, Ghent, 9000, Belgium
- College of Resources and Environment, University of Chinese Academy of Sciences, Beijing, 100049, China
- Sino-Belgian Joint Laboratory for Geo-Information, Urumqi, China
- Sino-Belgian Joint Laboratory for Geo-Information, Ghent, Belgium
| | - Xiaofei Ma
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China
| | - Yuangang Wang
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China
- College of Resources and Environment, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Chaofan Li
- School of Geographical Sciences, Nanjing University of Information Science and Technology, Nanjing, 210044, China
| | - Haiyang Shi
- School of Earth Sciences and Engineering, Hohai University, Nanjing, 211100, China
| | - Xiuliang Yuan
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China
| | - Olaf Hellwich
- Department of Computer Vision & Remote Sensing, Technische Universität Berlin, 10587, Berlin, Germany
| | - Chunbo Chen
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China
| | - Wenqiang Zhang
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China
- Department of Geography, Ghent University, Ghent, 9000, Belgium
- College of Resources and Environment, University of Chinese Academy of Sciences, Beijing, 100049, China
- Sino-Belgian Joint Laboratory for Geo-Information, Urumqi, China
- Sino-Belgian Joint Laboratory for Geo-Information, Ghent, Belgium
| | - Chen Zhang
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China
- College of Resources and Environment, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Qing Ling
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China
- College of Resources and Environment, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Ruixiang Gao
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China
- College of Resources and Environment, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Yu Zhang
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China
- Department of Geography, Ghent University, Ghent, 9000, Belgium
- College of Resources and Environment, University of Chinese Academy of Sciences, Beijing, 100049, China
- Sino-Belgian Joint Laboratory for Geo-Information, Urumqi, China
- Sino-Belgian Joint Laboratory for Geo-Information, Ghent, Belgium
| | - Friday Uchenna Ochege
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China
- Department of Geography and Environmental Management, University of Port Harcourt, PMB 5323 Choba, East-West, Port Harcourt, Nigeria
| | - Amaury Frankl
- Department of Geography, Ghent University, Ghent, 9000, Belgium
| | - Philippe De Maeyer
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China
- Department of Geography, Ghent University, Ghent, 9000, Belgium
- College of Resources and Environment, University of Chinese Academy of Sciences, Beijing, 100049, China
- Sino-Belgian Joint Laboratory for Geo-Information, Urumqi, China
- Sino-Belgian Joint Laboratory for Geo-Information, Ghent, Belgium
| | - Nina Buchmann
- Department of Environmental Systems Science, Institute of Agricultural Sciences, ETH Zürich, 8092, Zürich, Switzerland
| | - Iris Feigenwinter
- Department of Environmental Systems Science, Institute of Agricultural Sciences, ETH Zürich, 8092, Zürich, Switzerland
| | - Jørgen E Olesen
- Department of Agroecology, Aarhus University, Tjele, Denmark
| | - Radoslaw Juszczak
- Laboratory 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 Jacotot
- Sol, Agro et hydrosystèmes, Spatialisation (SAS), UMR 1069, INRAE, Institut Agro, 35000, Rennes, France
| | - Aino Korrensalo
- Department of Environmental and Biological Sciences, University of Eastern Finland, Joensuu campus, P.O Box 111, Joensuu, FI-80101, Finland
- Natural Resources Institute Finland, Joensuu, Yliopistokatu 6, FI-80130, Joensuu, Finland
| | - Andrea Pitacco
- University of Padova - DAFNAE, Viale dell'Università 16, I-35020, Padova, Legnaro (PD), Italy
| | - Andrej Varlagin
- A.N Severtsov Institute of Ecology and Evolution, Russian Academy of Sciences, 119071, Leninsky pr.33, Moscow, Russia
| | - Ankit Shekhar
- Department of Environmental Systems Science, Institute of Agricultural Sciences, ETH Zürich, 8092, Zürich, Switzerland
| | - Annalea Lohila
- Climate System Research, Finnish Meteorological Institute, P.O Box 503, FI-00101, Helsinki, Finland
- University of Helsinki, Institute for Atmospheric and Earth System Research (INAR)/Physics, Faculty of Science, Helsinki, Finland
| | - Arnaud Carrara
- Fundación CEAM, Parque Tecnológico, C/Charles R. Darwin, 14, Paterna, 46980, Spain
| | - Aurore Brut
- CESBIO, Université de Toulouse, CNES/CNRS/INRAE/IRD/UPS, Toulouse, France
| | - Bart Kruijt
- Wageningen Univertsity, Water Systems and Global change group, PO bx 47, 7700AA, Wageningen, Netherlands
| | - Benjamin Loubet
- ECOSYS, INRAE, AgroParisTech, Université Paris-Saclay, 22 place de l'agronomie, 91120, Palaiseau, France
| | - Bernard Heinesch
- Terra Teaching and Research Center, University of Liège - Gembloux Agro-Bio Tech, 5030, Gembloux, Belgium
| | - Bogdan Chojnicki
- Laboratory 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 Helfter
- UK Centre for Ecology & Hydrology (UKCEH), Bush Estate, Penicuik, EH26 0QB, UK
| | - Caroline Vincke
- Earth and Life Institute, Université Catholique de Louvain, 1348, Louvain-la-Neuve, Belgium
| | - Changliang Shao
- National Hulunber Grassland Ecosystem Observation and Research Station & Institute of Agricultural Resources and Regional Planning, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
| | - Christian Bernhofer
- Institute of Hydrology and Meteorology, TUD Dresden University of Technology, Pienner Str. 23, 01737, Tharandt, Germany
| | - Christian Brümmer
- Thünen Institute of Climate-Smart Agriculture, 38116, Braunschweig, Germany
| | - Christian Wille
- GFZ German Research Centre for Geosciences, Telegrafenberg, 14473, Potsdam, Germany
| | - Eeva-Stiina Tuittila
- School of Forest Sciences, University of Eastern Finland, P.O Box 111, FIN-80100, Joensuu, Finland
| | - Eiko Nemitz
- UK Centre for Ecology & Hydrology (UKCEH), Bush Estate, Penicuik, EH26 0QB, UK
| | - Franco Meggio
- University of Padova - DAFNAE, Viale dell'Università 16, I-35020, Padova, Legnaro (PD), Italy
| | - Gang Dong
- School of Life Science, Shanxi University, Taiyuan, 030006, China
| | | | - Georg Niedrist
- Eurac research, Institute for Alpine Environment, Viale Druso 1, 39100, Bolzano, Italy
| | - Georg Wohlfahrt
- Institut für Ökologie, Universität Innsbruck, Innrain 52, 6020, Innsbruck, Austria
| | - Guoyi Zhou
- Institute of Ecology and School of Applied Meteorology, Nanjing University of Information Science & Technology, Nanjing, 210044, China
| | - Ignacio Goded
- European Commission, Joint Research Centre (JRC), Ispra, Italy
| | - Thomas Gruenwald
- Institute of Hydrology and Meteorology, TUD Dresden University of Technology, Pienner Str. 23, 01737, Tharandt, Germany
| | - Janusz Olejnik
- Laboratory of Meteorology, Department of Construction and Geoengineering, Faculty of Environmental and Mechanical Engineering, Poznan University of Life Sciences, Piatkowska 94, 60-649, Poznan, Poland
| | - Joachim Jansen
- Department of Ecology and Genetics/Limnology, Uppsala University, Norbyvägen 18 D, 752 36, Uppsala, Sweden
| | - Johan Neirynck
- Research Institute for Nature and Forest, Geraardsbergen, 9500, Belgium
| | - Juha-Pekka Tuovinen
- Climate System Research, Finnish Meteorological Institute, P.O Box 503, FI-00101, Helsinki, Finland
| | - Junhui Zhang
- School of life sciences, Qufu Normal University, 57 Jingxuan West Road, Qufu, 273165, Shandong, China
| | - Katja Klumpp
- Grassland Ecosystem Research, INRAE, VetAgro-Sup, University of Clermont Auvergne, 5 Chemin de Beaulieu, 63000, Clermont Ferrand, France
| | - Kim Pilegaard
- Department of Environmental Engineering, Technical University of Denmark (DTU), Kgs, Lyngby, 2800, Denmark
| | - Ladislav Šigut
- Department of Matter and Energy Fluxes, Global Change Research Institute CAS, Bělidla 986/4a, CZ-603 00, Brno, Czech Republic
| | - Leif Klemedtsson
- Departement of Earth Sciences, Gothenburg University, Guldhedsgatan 5A, Po.Box 460, SE 405 30, Gothenburg, Sweden
| | - Luca Tezza
- University of Padova - DAFNAE, Viale dell'Università 16, I-35020, Padova, Legnaro (PD), Italy
| | - Lukas Hörtnagl
- Department of Environmental Systems Science, Institute of Agricultural Sciences, ETH Zürich, 8092, Zürich, Switzerland
| | - Marek Urbaniak
- Laboratory of Meteorology, Department of Construction and Geoengineering, Faculty of Environmental and Mechanical Engineering, Poznan University of Life Sciences, Piatkowska 94, 60-649, Poznan, Poland
| | - Marilyn Roland
- Department of Biology, University of Antwerp, Wilrijk, 2610, Belgium
| | - Marius Schmidt
- Agrosphere Institute IBG-3, Forschungszentrum Jülich, Jülich, 52425, Germany
| | - Mark A Sutton
- UK Centre for Ecology & Hydrology (UKCEH), Bush Estate, Penicuik, EH26 0QB, UK
| | - Markus Hehn
- Institute of Hydrology and Meteorology, TUD Dresden University of Technology, Pienner Str. 23, 01737, Tharandt, Germany
| | - Matthew Saunders
- School of Natural Sciences, Botany Discipline, Trinity College Dublin, D2, Dublin, Ireland
| | - Matthias Mauder
- Institute of Hydrology and Meteorology, TUD Dresden University of Technology, Pienner Str. 23, 01737, Tharandt, Germany
| | - Mika Aurela
- Climate System Research, Finnish Meteorological Institute, P.O Box 503, FI-00101, Helsinki, Finland
| | - Mika Korkiakoski
- Climate System Research, Finnish Meteorological Institute, P.O Box 503, FI-00101, Helsinki, Finland
| | - Mingyuan Du
- National Agriculture and Food Research Organization, Tsukuba, Ibaraki, 305-8517, Japan
| | - Nadia Vendrame
- Center Agriculture Food Environment, University of Trento, Via Edmund Mach 1, I-38010, Trento, San Michele all'Adige (TN), Italy
| | - Natalia Kowalska
- Department of Matter and Energy Fluxes, Global Change Research Institute CAS, Bělidla 986/4a, CZ-603 00, Brno, Czech Republic
| | - Paul G Leahy
- School of Engineering & Architecture, University College Cork, College Road, Cork, T12 K8AF, Republic of Ireland
| | - Pavel Alekseychik
- Natural Resources Institute Finland, Bioeconomy and environment, 00790, Helsinki, Finland
| | - Peili Shi
- Lhasa Station, Key Laboratory of Ecosystem Network Observation and Modeling, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China
| | - Per Weslien
- Departement of Earth Sciences, Gothenburg University, Guldhedsgatan 5A, Po.Box 460, SE 405 30, Gothenburg, Sweden
| | - Shiping Chen
- State Key Laboratory of Vegetation and Environmental Change, Institute of Botany, Chinese Academy of Sciences, Beijing, 100093, China
| | - Silvano Fares
- National Research Council of Italy, Institute for Agriculture and Forestry Systems in the Mediterranean, Portici, Naples, Italy
| | - Thomas Friborg
- Department of Geosciences and Natural Resource Management, University of Copenhagen, Oester Voldgade 10, 1350, Copenhagen K, Denmark
| | - Tiphaine Tallec
- CESBIO, Université de Toulouse, CNES/CNRS/INRAE/IRD/UPS, Toulouse, France
| | - Tomomichi Kato
- Research Faculty of Agriculture, Hokkaido University, Sapporo, Hokkaido, 060-8589, Japan
| | - Torsten Sachs
- GFZ German Research Centre for Geosciences, Telegrafenberg, 14473, Potsdam, Germany
| | - Trofim Maximov
- Institute for Biological Problems of Cryolithozone, Siberian Branch of the Russian Academy of Sciences, Yakutsk, Russia
| | - Umberto Morra di Cella
- Climate Change Dept., Environmental Protection Agency of Aosta Valley, Saint-Christophe, I-11020, Italy
| | - Uta Moderow
- Institute of Hydrology and Meteorology, TUD Dresden University of Technology, Pienner Str. 23, 01737, Tharandt, Germany
| | - Yingnian Li
- Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Qinghai, Xining, 810008, China
| | - Yongtao He
- Lhasa 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 Kosugi
- Laboratory of Forest Hydrology, Graduate School of Agriculture, Kyoto University, 606-8502, Kyoto, Japan
| | - Geping Luo
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang, 830011, China.
- College of Resources and Environment, University of Chinese Academy of Sciences, Beijing, 100049, China.
- Sino-Belgian Joint Laboratory for Geo-Information, Urumqi, China.
- The National Key Laboratory of Ecological Security and Sustainable Development in Arid Region (proposed), Chinese Academy of Sciences, Urumqi, China.
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Clifton OE, Schwede D, Hogrefe C, Bash JO, Bland S, Cheung P, Coyle M, Emberson L, Flemming J, Fredj E, Galmarini S, Ganzeveld L, Gazetas O, Goded I, Holmes CD, Horváth L, Huijnen V, Li Q, Makar PA, Mammarella I, Manca G, Munger JW, Pérez-Camanyo JL, Pleim J, Ran L, Jose RS, Silva SJ, Staebler R, Sun S, Tai APK, Tas E, Vesala T, Weidinger T, Wu Z, Zhang L. A single-point modeling approach for the intercomparison and evaluation of ozone dry deposition across chemical transport models (Activity 2 of AQMEII4). Atmos Chem Phys 2023; 23:9911-9961. [PMID: 37990693 PMCID: PMC10659075 DOI: 10.5194/acp-23-9911-2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2023]
Abstract
A primary sink of air pollutants and their precursors is dry deposition. Dry deposition estimates differ across chemical transport models, yet an understanding of the model spread is incomplete. Here, we introduce Activity 2 of the Air Quality Model Evaluation International Initiative Phase 4 (AQMEII4). We examine 18 dry deposition schemes from regional and global chemical transport models as well as standalone models used for impact assessments or process understanding. We configure the schemes as single-point models at eight Northern Hemisphere locations with observed ozone fluxes. Single-point models are driven by a common set of site-specific meteorological and environmental conditions. Five of eight sites have at least 3 years and up to 12 years of ozone fluxes. The interquartile range across models in multiyear mean ozone deposition velocities ranges from a factor of 1.2 to 1.9 annually across sites and tends to be highest during winter compared with summer. No model is within 50 % of observed multiyear averages across all sites and seasons, but some models perform well for some sites and seasons. For the first time, we demonstrate how contributions from depositional pathways vary across models. Models can disagree with respect to relative contributions from the pathways, even when they predict similar deposition velocities, or agree with respect to the relative contributions but predict different deposition velocities. Both stomatal and nonstomatal uptake contribute to the large model spread across sites. Our findings are the beginning of results from AQMEII4 Activity 2, which brings scientists who model air quality and dry deposition together with scientists who measure ozone fluxes to evaluate and improve dry deposition schemes in the chemical transport models used for research, planning, and regulatory purposes.
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Affiliation(s)
- Olivia E. Clifton
- NASA Goddard Institute for Space Studies, New York, NY, USA
- Center for Climate Systems Research, Columbia Climate School, Columbia University in the City of New York, New York, NY, USA
| | - Donna Schwede
- Office of Research and Development, United States Environmental Protection Agency, Research Triangle Park, NC, USA
| | - Christian Hogrefe
- Office of Research and Development, United States Environmental Protection Agency, Research Triangle Park, NC, USA
| | - Jesse O. Bash
- Office of Research and Development, United States Environmental Protection Agency, Research Triangle Park, NC, USA
| | - Sam Bland
- Stockholm Environment Institute, Environment and Geography Department, University of York, York, UK
| | - Philip Cheung
- Air Quality Research Division, Atmospheric Science and Technology Directorate, Environment and Climate Change Canada, Toronto, Canada
| | - Mhairi Coyle
- United Kingdom Centre for Ecology and Hydrology, Bush Estate, Penicuik, Midlothian, UK
- The James Hutton Institute, Craigiebuckler, Aberdeen, UK
| | - Lisa Emberson
- Environment and Geography Department, University of York, York, UK
| | | | - Erick Fredj
- Department of Computer Science, The Jerusalem College of Technology, Jerusalem, Israel
| | | | - Laurens Ganzeveld
- Meteorology and Air Quality Section, Wageningen University, Wageningen, the Netherlands
| | - Orestis Gazetas
- Joint Research Centre (JRC), European Commission, Ispra, Italy
| | - Ignacio Goded
- Joint Research Centre (JRC), European Commission, Ispra, Italy
| | - Christopher D. Holmes
- Department of Earth, Ocean and Atmospheric Science, Florida State University, Tallahassee, FL, USA
| | - László Horváth
- ELKH-SZTE Photoacoustic Research Group, Department of Optics and Quantum Electronics, University of Szeged, Szeged, Hungary
| | - Vincent Huijnen
- Royal Netherlands Meteorological Institute, De Bilt, the Netherlands
| | - Qian Li
- The Institute of Environmental Sciences, The Robert H. Smith Faculty of Agriculture, Food and Environment, The Hebrew University of Jerusalem, Rehovot, Israel
| | - Paul A. Makar
- Air Quality Research Division, Atmospheric Science and Technology Directorate, Environment and Climate Change Canada, Toronto, Canada
| | - Ivan Mammarella
- Institute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, Finland
| | - Giovanni Manca
- Joint Research Centre (JRC), European Commission, Ispra, Italy
| | - J. William Munger
- School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA
- Department of Earth and Planetary Sciences, Harvard University, Cambridge, MA, USA
| | | | - Jonathan Pleim
- Center for Environmental Measurement and Modeling, United States Environmental Protection Agency, Research Triangle Park, NC, USA
| | - Limei Ran
- Natural Resources Conservation Service, United States Department of Agriculture, Greensboro, NC, USA
| | - Roberto San Jose
- Computer Science School, Technical University of Madrid (UPM), Madrid, Spain
| | - Sam J. Silva
- Department of Earth Sciences, University of Southern California, Los Angeles, CA, USA
| | - Ralf Staebler
- Air Quality Research Division, Atmospheric Science and Technology Directorate, Environment and Climate Change Canada, Toronto, Canada
| | - Shihan Sun
- Earth and Environmental Sciences Programme, Faculty of Science, The Chinese University of Hong Kong, Hong Kong, China
| | - Amos P. K. Tai
- Earth and Environmental Sciences Programme, Faculty of Science, The Chinese University of Hong Kong, Hong Kong, China
- State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Hong Kong, China
- Institute of Environment, Energy and Sustainability, The Chinese University of Hong Kong, Hong Kong, China
| | - Eran Tas
- The Institute of Environmental Sciences, The Robert H. Smith Faculty of Agriculture, Food and Environment, The Hebrew University of Jerusalem, Rehovot, Israel
| | - Timo Vesala
- Institute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, Finland
- Institute for Atmospheric and Earth System Research/Forest Sciences, Faculty of Agriculture and Forestry, University of Helsinki, Helsinki, Finland
| | - Tamás Weidinger
- Department of Meteorology, Institute of Geography and Earth Sciences, Eötvös Loránd University, Budapest, Hungary
| | - Zhiyong Wu
- ORISE Fellow at Center for Environmental Measurement and Modeling, United States Environmental Protection Agency, Research Triangle Park, NC, USA
| | - Leiming Zhang
- Air Quality Research Division, Atmospheric Science and Technology Directorate, Environment and Climate Change Canada, Toronto, Canada
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3
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Haesen S, Lembrechts JJ, De Frenne P, Lenoir J, Aalto J, Ashcroft MB, Kopecký M, Luoto M, Maclean I, Nijs I, Niittynen P, van den Hoogen J, Arriga N, Brůna J, Buchmann N, Čiliak M, Collalti A, De Lombaerde E, Descombes P, Gharun M, Goded I, Govaert S, Greiser C, Grelle A, Gruening C, Hederová L, Hylander K, Kreyling J, Kruijt B, Macek M, Máliš F, Man M, Manca G, Matula R, Meeussen C, Merinero S, Minerbi S, Montagnani L, Muffler L, Ogaya R, Penuelas J, Plichta R, Portillo-Estrada M, Schmeddes J, Shekhar A, Spicher F, Ujházyová M, Vangansbeke P, Weigel R, Wild J, Zellweger F, Van Meerbeek K. ForestClim-Bioclimatic variables for microclimate temperatures of European forests. Glob Chang Biol 2023; 29:2886-2892. [PMID: 37128754 DOI: 10.1111/gcb.16678] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Accepted: 03/01/2023] [Indexed: 05/03/2023]
Abstract
Microclimate research gained renewed interest over the last decade and its importance for many ecological processes is increasingly being recognized. Consequently, the call for high-resolution microclimatic temperature grids across broad spatial extents is becoming more pressing to improve ecological models. Here, we provide a new set of open-access bioclimatic variables for microclimate temperatures of European forests at 25 × 25 m2 resolution.
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Affiliation(s)
- Stef Haesen
- Department of Earth and Environmental Sciences, KU Leuven, 3001, Leuven, Celestijnenlaan 200E, Belgium
- KU Leuven Plant Institute, KU Leuven, Leuven, Belgium
| | - Jonas J Lembrechts
- Research Group PLECO (Plants and Ecosystems), University of Antwerp, 2610, Wilrijk, Belgium
| | - Pieter De Frenne
- Forest and Nature Lab, Department of Environment, Ghent University, Geraardsbergsesteenweg 267, 9090, Melle-Gontrode, Belgium
| | - Jonathan Lenoir
- UMR CNRS 7058 'Ecologie et Dynamique des Systèmes Anthropisés' (EDYSAN), Université de Picardie Jules Verne, Amiens, France
| | - Juha Aalto
- Finnish Meteorological Institute, P.O. Box 503, FI-00101, Helsinki, Finland
- Department of Geosciences and Geography, University of Helsinki, Gustaf Hällströmin katu 2a, FIN-00014, Helsinki, Finland
| | - Michael B Ashcroft
- Centre for Sustainable Ecosystem Solutions, School of Biological Sciences, University of Wollongong, Wollongong, Australia
| | - Martin Kopecký
- Institute of Botany of the Czech Academy of Sciences, Zámek 1, CZ-25243, Průhonice, Czech Republic
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Kamýcká 129, Prague 6 - Suchdol, CZ-165 21, Czech Republic
| | - Miska Luoto
- Department of Geosciences and Geography, University of Helsinki, Gustaf Hällströmin katu 2a, FIN-00014, Helsinki, Finland
| | - Ilya Maclean
- Environment and Sustainability Institute, University of Exeter, Penryn Campus, Penryn, TR10 9FE, UK
| | - Ivan Nijs
- Research Group PLECO (Plants and Ecosystems), University of Antwerp, 2610, Wilrijk, Belgium
| | - Pekka Niittynen
- Department of Geosciences and Geography, University of Helsinki, Gustaf Hällströmin katu 2a, FIN-00014, Helsinki, Finland
| | - Johan van den Hoogen
- Department of Environmental Systems Science, ETH Zurich, Universitaetstrasse 2, 8092, Zurich, Switzerland
| | - Nicola Arriga
- European Commission, Joint Research Centre (JRC), Ispra, Italy
| | - Josef Brůna
- Institute of Botany of the Czech Academy of Sciences, Zámek 1, CZ-25243, Průhonice, Czech Republic
| | - Nina Buchmann
- Department of Environmental Systems Science, ETH Zurich, Universitaetstrasse 2, 8092, Zurich, Switzerland
| | - Marek Čiliak
- Faculty of Ecology and Environmental Sciences, Technical University in Zvolen, T.G. Masaryka 24, 960 01, Zvolen, Slovakia
| | - Alessio Collalti
- Institute for Agriculture and Forestry Systems in the Mediterranean, National Research Council of Italy (CNR-ISAFOM), Perugia, Italy
| | - Emiel De Lombaerde
- Forest and Nature Lab, Department of Environment, Ghent University, Geraardsbergsesteenweg 267, 9090, Melle-Gontrode, Belgium
| | - Patrice Descombes
- Department of Ecology and Evolution, University of Lausanne, 1015, Lausanne, Switzerland
- Musée et Jardins Botaniques Cantonaux, 1007, Lausanne, Switzerland
| | - Mana Gharun
- Department of Environmental Systems Science, ETH Zurich, Universitaetstrasse 2, 8092, Zurich, Switzerland
- Institute of Landscape Ecology, University of Münster, Münster, Germany
| | - Ignacio Goded
- European Commission, Joint Research Centre (JRC), Ispra, Italy
| | - Sanne Govaert
- Forest and Nature Lab, Department of Environment, Ghent University, Geraardsbergsesteenweg 267, 9090, Melle-Gontrode, Belgium
| | - Caroline Greiser
- Department of Physical Geography and Bolin Centre for Climate Research, Stockholm University, 106 91, Stockholm, Sweden
| | - Achim Grelle
- Department of Forestry and Wood Technology, Linnaeus University, Växjö, 351 95, Sweden
| | | | - Lucia Hederová
- Institute of Botany of the Czech Academy of Sciences, Zámek 1, CZ-25243, Průhonice, Czech Republic
| | - Kristoffer Hylander
- Department of Ecology, Environment and Plant Sciences and Bolin Centre for Climate Research, Stockholm University, 106 91, Stockholm, Sweden
| | - Jürgen Kreyling
- Experimental Plant Ecology, Institute of Botany and Landscape Ecology, University of Greifswald, D-17487, Greifswald, Germany
| | - Bart Kruijt
- Wageningen University and Research, Wageningen, The Netherlands
| | - Martin Macek
- Institute of Botany of the Czech Academy of Sciences, Zámek 1, CZ-25243, Průhonice, Czech Republic
| | - František Máliš
- Faculty of Forestry, Technical University in Zvolen, T.G. Masaryka 24, 960 01, Zvolen, Slovakia
| | - Matěj Man
- Institute of Botany of the Czech Academy of Sciences, Zámek 1, CZ-25243, Průhonice, Czech Republic
| | - Giovanni Manca
- European Commission, Joint Research Centre (JRC), Ispra, Italy
| | - Radim Matula
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Kamýcká 129, Prague 6 - Suchdol, CZ-165 21, Czech Republic
| | - Camille Meeussen
- Forest and Nature Lab, Department of Environment, Ghent University, Geraardsbergsesteenweg 267, 9090, Melle-Gontrode, Belgium
| | - Sonia Merinero
- Department of Ecology, Environment and Plant Sciences and Bolin Centre for Climate Research, Stockholm University, 106 91, Stockholm, Sweden
- Departamento de Biología y Geología, Física y Química Inorgánica, Universidad Rey Juan Carlos, C/Tulipán s/n, Móstoles, 28933, Spain
| | - Stefano Minerbi
- Forest Services, Autonomous Province of Bolzano, 39100, Bolzano, Italy
| | - Leonardo Montagnani
- Forest Services, Autonomous Province of Bolzano, 39100, Bolzano, Italy
- Faculty of Science and Technology, Free University of Bolzano, 39100, Bolzano, Italy
| | - Lena Muffler
- Plant Ecology, Albrecht-von-Haller-Institute for Plant Sciences, Georg-August University of Goettingen, Untere Karspuele 2, 37073, Goettingen, Germany
| | - Romà Ogaya
- CSIC, Global Ecology Unit CREAF-CSIC-UAB, Bellaterra, 08193, Catalonia, Spain
- CREAF, Cerdanyola del Vallès, 08193, Catalonia, Spain
| | - Josep Penuelas
- CSIC, Global Ecology Unit CREAF-CSIC-UAB, Bellaterra, 08193, Catalonia, Spain
- CREAF, Cerdanyola del Vallès, 08193, Catalonia, Spain
| | - Roman Plichta
- Department of Forest Botany, Dendrology and Geobiocoenology, Mendel University in Brno, Brno, Czech Republic
| | | | - Jonas Schmeddes
- Experimental Plant Ecology, Institute of Botany and Landscape Ecology, University of Greifswald, D-17487, Greifswald, Germany
| | - Ankit Shekhar
- Department of Environmental Systems Science, ETH Zurich, Universitaetstrasse 2, 8092, Zurich, Switzerland
| | - Fabien Spicher
- UMR CNRS 7058 'Ecologie et Dynamique des Systèmes Anthropisés' (EDYSAN), Université de Picardie Jules Verne, Amiens, France
| | - Mariana Ujházyová
- Faculty of Ecology and Environmental Sciences, Technical University in Zvolen, T.G. Masaryka 24, 960 01, Zvolen, Slovakia
| | - Pieter Vangansbeke
- Forest and Nature Lab, Department of Environment, Ghent University, Geraardsbergsesteenweg 267, 9090, Melle-Gontrode, Belgium
| | - Robert Weigel
- Plant Ecology, Albrecht-von-Haller-Institute for Plant Sciences, Georg-August University of Goettingen, Untere Karspuele 2, 37073, Goettingen, Germany
| | - Jan Wild
- Institute of Botany of the Czech Academy of Sciences, Zámek 1, CZ-25243, Průhonice, Czech Republic
| | - Florian Zellweger
- Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland
| | - Koenraad Van Meerbeek
- Department of Earth and Environmental Sciences, KU Leuven, 3001, Leuven, Celestijnenlaan 200E, Belgium
- KU Leuven Plant Institute, KU Leuven, Leuven, Belgium
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Lembrechts JJ, van den Hoogen J, Aalto J, Ashcroft MB, De Frenne P, Kemppinen J, Kopecký M, Luoto M, Maclean IMD, Crowther TW, Bailey JJ, Haesen S, Klinges DH, Niittynen P, Scheffers BR, Van Meerbeek K, Aartsma P, Abdalaze O, Abedi M, Aerts R, Ahmadian N, Ahrends A, Alatalo JM, Alexander JM, Allonsius CN, Altman J, Ammann C, Andres C, Andrews C, Ardö J, Arriga N, Arzac A, Aschero V, Assis RL, Assmann JJ, Bader MY, Bahalkeh K, Barančok P, Barrio IC, Barros A, Barthel M, Basham EW, Bauters M, Bazzichetto M, Marchesini LB, Bell MC, Benavides JC, Benito Alonso JL, Berauer BJ, Bjerke JW, Björk RG, Björkman MP, Björnsdóttir K, Blonder B, Boeckx P, Boike J, Bokhorst S, Brum BNS, Brůna J, Buchmann N, Buysse P, Camargo JL, Campoe OC, Candan O, Canessa R, Cannone N, Carbognani M, Carnicer J, Casanova‐Katny A, Cesarz S, Chojnicki B, Choler P, Chown SL, Cifuentes EF, Čiliak M, Contador T, Convey P, Cooper EJ, Cremonese E, Curasi SR, Curtis R, Cutini M, Dahlberg CJ, Daskalova GN, de Pablo MA, Della Chiesa S, Dengler J, Deronde B, Descombes P, Di Cecco V, Di Musciano M, Dick J, Dimarco RD, Dolezal J, Dorrepaal E, Dušek J, Eisenhauer N, Eklundh L, Erickson TE, Erschbamer B, Eugster W, Ewers RM, Exton DA, Fanin N, Fazlioglu F, Feigenwinter I, Fenu G, Ferlian O, Fernández Calzado MR, Fernández‐Pascual E, Finckh M, Higgens RF, Forte TGW, Freeman EC, Frei ER, Fuentes‐Lillo E, García RA, García MB, Géron C, Gharun M, Ghosn D, Gigauri K, Gobin A, Goded I, Goeckede M, Gottschall F, Goulding K, Govaert S, Graae BJ, Greenwood S, Greiser C, Grelle A, Guénard B, Guglielmin M, Guillemot J, Haase P, Haider S, Halbritter AH, Hamid M, Hammerle A, Hampe A, Haugum SV, Hederová L, Heinesch B, Helfter C, Hepenstrick D, Herberich M, Herbst M, Hermanutz L, Hik DS, Hoffrén R, Homeier J, Hörtnagl L, Høye TT, Hrbacek F, Hylander K, Iwata H, Jackowicz‐Korczynski MA, Jactel H, Järveoja J, Jastrzębowski S, Jentsch A, Jiménez JJ, Jónsdóttir IS, Jucker T, Jump AS, Juszczak R, Kanka R, Kašpar V, Kazakis G, Kelly J, Khuroo AA, Klemedtsson L, Klisz M, Kljun N, Knohl A, Kobler J, Kollár J, Kotowska MM, Kovács B, Kreyling J, Lamprecht A, Lang SI, Larson C, Larson K, Laska K, le Maire G, Leihy RI, Lens L, Liljebladh B, Lohila A, Lorite J, Loubet B, Lynn J, Macek M, Mackenzie R, Magliulo E, Maier R, Malfasi F, Máliš F, Man M, Manca G, Manco A, Manise T, Manolaki P, Marciniak F, Matula R, Mazzolari AC, Medinets S, Medinets V, Meeussen C, Merinero S, Mesquita RDCG, Meusburger K, Meysman FJR, Michaletz ST, Milbau A, Moiseev D, Moiseev P, Mondoni A, Monfries R, Montagnani L, Moriana‐Armendariz M, Morra di Cella U, Mörsdorf M, Mosedale JR, Muffler L, Muñoz‐Rojas M, Myers JA, Myers‐Smith IH, Nagy L, Nardino M, Naujokaitis‐Lewis I, Newling E, Nicklas L, Niedrist G, Niessner A, Nilsson MB, Normand S, Nosetto MD, Nouvellon Y, Nuñez MA, Ogaya R, Ogée J, Okello J, Olejnik J, Olesen JE, Opedal ØH, Orsenigo S, Palaj A, Pampuch T, Panov AV, Pärtel M, Pastor A, Pauchard A, Pauli H, Pavelka M, Pearse WD, Peichl M, Pellissier L, Penczykowski RM, Penuelas J, Petit Bon M, Petraglia A, Phartyal SS, Phoenix GK, Pio C, Pitacco A, Pitteloud C, Plichta R, Porro F, Portillo‐Estrada M, Poulenard J, Poyatos R, Prokushkin AS, Puchalka R, Pușcaș M, Radujković D, Randall K, Ratier Backes A, Remmele S, Remmers W, Renault D, Risch AC, Rixen C, Robinson SA, Robroek BJM, Rocha AV, Rossi C, Rossi G, Roupsard O, Rubtsov AV, Saccone P, Sagot C, Sallo Bravo J, Santos CC, Sarneel JM, Scharnweber T, Schmeddes J, Schmidt M, Scholten T, Schuchardt M, Schwartz N, Scott T, Seeber J, Segalin de Andrade AC, Seipel T, Semenchuk P, Senior RA, Serra‐Diaz JM, Sewerniak P, Shekhar A, Sidenko NV, Siebicke L, Siegwart Collier L, Simpson E, Siqueira DP, Sitková Z, Six J, Smiljanic M, Smith SW, Smith‐Tripp S, Somers B, Sørensen MV, Souza JJLL, Souza BI, Souza Dias A, Spasojevic MJ, Speed JDM, Spicher F, Stanisci A, Steinbauer K, Steinbrecher R, Steinwandter M, Stemkovski M, Stephan JG, Stiegler C, Stoll S, Svátek M, Svoboda M, Tagesson T, Tanentzap AJ, Tanneberger F, Theurillat J, Thomas HJD, Thomas AD, Tielbörger K, Tomaselli M, Treier UA, Trouillier M, Turtureanu PD, Tutton R, Tyystjärvi VA, Ueyama M, Ujházy K, Ujházyová M, Uogintas D, Urban AV, Urban J, Urbaniak M, Ursu T, Vaccari FP, Van de Vondel S, van den Brink L, Van Geel M, Vandvik V, Vangansbeke P, Varlagin A, Veen GF, Veenendaal E, Venn SE, Verbeeck H, Verbrugggen E, Verheijen FGA, Villar L, Vitale L, Vittoz P, Vives‐Ingla M, von Oppen J, Walz J, Wang R, Wang Y, Way RG, Wedegärtner REM, Weigel R, Wild J, Wilkinson M, Wilmking M, Wingate L, Winkler M, Wipf S, Wohlfahrt G, Xenakis G, Yang Y, Yu Z, Yu K, Zellweger F, Zhang J, Zhang Z, Zhao P, Ziemblińska K, Zimmermann R, Zong S, Zyryanov VI, Nijs I, Lenoir J. Global maps of soil temperature. Glob Chang Biol 2022; 28:3110-3144. [PMID: 34967074 PMCID: PMC9303923 DOI: 10.1111/gcb.16060] [Citation(s) in RCA: 48] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Accepted: 10/27/2021] [Indexed: 05/05/2023]
Abstract
Research in global change ecology relies heavily on global climatic grids derived from estimates of air temperature in open areas at around 2 m above the ground. These climatic grids do not reflect conditions below vegetation canopies and near the ground surface, where critical ecosystem functions occur and most terrestrial species reside. Here, we provide global maps of soil temperature and bioclimatic variables at a 1-km2 resolution for 0-5 and 5-15 cm soil depth. These maps were created by calculating the difference (i.e. offset) between in situ soil temperature measurements, based on time series from over 1200 1-km2 pixels (summarized from 8519 unique temperature sensors) across all the world's major terrestrial biomes, and coarse-grained air temperature estimates from ERA5-Land (an atmospheric reanalysis by the European Centre for Medium-Range Weather Forecasts). We show that mean annual soil temperature differs markedly from the corresponding gridded air temperature, by up to 10°C (mean = 3.0 ± 2.1°C), with substantial variation across biomes and seasons. Over the year, soils in cold and/or dry biomes are substantially warmer (+3.6 ± 2.3°C) than gridded air temperature, whereas soils in warm and humid environments are on average slightly cooler (-0.7 ± 2.3°C). The observed substantial and biome-specific offsets emphasize that the projected impacts of climate and climate change on near-surface biodiversity and ecosystem functioning are inaccurately assessed when air rather than soil temperature is used, especially in cold environments. The global soil-related bioclimatic variables provided here are an important step forward for any application in ecology and related disciplines. Nevertheless, we highlight the need to fill remaining geographic gaps by collecting more in situ measurements of microclimate conditions to further enhance the spatiotemporal resolution of global soil temperature products for ecological applications.
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Affiliation(s)
- Jonas J. Lembrechts
- Research Group PLECO (Plants and Ecosystems)University of AntwerpWilrijkBelgium
| | - Johan van den Hoogen
- Department of Environmental Systems ScienceInstitute of Integrative BiologyETH ZürichZürichSwitzerland
| | - Juha Aalto
- Finnish Meteorological InstituteHelsinkiFinland
- Department of Geosciences and GeographyUniversity of HelsinkiFinland
| | - Michael B. Ashcroft
- Centre for Sustainable Ecosystem Solutions, School of Earth, Atmospheric and Life SciencesUniversity of WollongongWollongongNew South WalesAustralia
- Australian MuseumSydneyAustralia
| | - Pieter De Frenne
- Forest & Nature LabDepartment of EnvironmentGhent UniversityMelle‐GontrodeBelgium
| | | | - Martin Kopecký
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
- Faculty of Forestry and Wood SciencesCzech University of Life Sciences PraguePrague 6 ‐ SuchdolCzech Republic
| | - Miska Luoto
- Department of Geosciences and GeographyUniversity of HelsinkiFinland
| | - Ilya M. D. Maclean
- Environment and Sustainability InstituteUniversity of ExeterPenryn CampusPenrynUK
| | - Thomas W. Crowther
- Department of Environmental Systems ScienceInstitute of Integrative BiologyETH ZürichZürichSwitzerland
| | | | - Stef Haesen
- Department of Earth and Environmental SciencesKU LeuvenLeuvenBelgium
| | - David H. Klinges
- School of Natural Resources and EnvironmentUniversity of FloridaGainesvilleFloridaUSA
- Smithsonian Environmental Research CenterEdgewaterMarylandUSA
| | - Pekka Niittynen
- Department of Geosciences and GeographyUniversity of HelsinkiFinland
| | - Brett R. Scheffers
- Department of Wildlife Ecology and ConservationUniversity of FloridaGainesvilleFloridaUSA
| | | | - Peter Aartsma
- Department of Natural Sciences and Environmental HealthUniversity of South‐Eastern NorwayBøNorway
| | - Otar Abdalaze
- Alpine Ecosystems Research ProgramInstitute of EcologyIlia State UniversityTbilisiGeorgia
| | - Mehdi Abedi
- Department of Range ManagementFaculty of Natural Resources and Marine SciencesTarbiat Modares UniversityNoorIran
| | - Rien Aerts
- Department of Ecological ScienceVrije Universiteit AmsterdamThe Netherlands
| | - Negar Ahmadian
- Department of Range ManagementFaculty of Natural Resources and Marine SciencesTarbiat Modares UniversityNoorIran
| | | | | | - Jake M. Alexander
- Department of Environmental Systems ScienceInstitute of Integrative BiologyETH ZurichZürichSwitzerland
| | | | - Jan Altman
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
- Faculty of Forestry and Wood SciencesCzech University of Life Sciences PraguePrague 6 ‐ SuchdolCzech Republic
| | - Christof Ammann
- Department of Agroecology and EnvironmentAgroscope Research InstituteZürichSwitzerland
| | - Christian Andres
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | | | - Jonas Ardö
- Department of Physical Geography and Ecosystem ScienceLund UniversityLundSweden
| | - Nicola Arriga
- European CommissionJoint Research Centre (JRC)IspraItaly
| | | | - Valeria Aschero
- Facultad de Ciencias Exactas y NaturalesUniversidad Nacional de CuyoMendozaArgentina
- Instituto Argentino de NivologiáGlaciologiá y Ciencias Ambientales (IANIGLA)CONICETCCT‐MendozaMendozaArgentina
| | | | - Jakob Johann Assmann
- Center for Sustainable Landscapes Under Global ChangeDepartment of BiologyAarhus UniversityAarhus CDenmark
- Center for Biodiversity Dynamics in a Changing WorldDepartment of BiologyAarhus UniversityAarhus CDenmark
| | - Maaike Y. Bader
- Ecological Plant GeographyFaculty of GeographyUniversity of MarburgMarburgGermany
| | - Khadijeh Bahalkeh
- Department of Range ManagementFaculty of Natural Resources and Marine SciencesTarbiat Modares UniversityNoorIran
| | - Peter Barančok
- Institute of Landscape Ecology Slovak Academy of SciencesBratislavaSlovakia
| | - Isabel C. Barrio
- Faculty of Environmental and Forest SciencesAgricultural University of IcelandReykjavíkIceland
| | - Agustina Barros
- Instituto Argentino de NivologiáGlaciologiá y Ciencias Ambientales (IANIGLA)CONICETCCT‐MendozaMendozaArgentina
| | - Matti Barthel
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | - Edmund W. Basham
- School of Natural Resources and EnvironmentUniversity of FloridaGainesvilleFloridaUSA
| | - Marijn Bauters
- Isotope Bioscience Laboratory ‐ ISOFYSGhent UniversityGentBelgium
| | - Manuele Bazzichetto
- Université de RennesCNRSEcoBio (Ecosystèmes, biodiversité, évolution) ‐ UMR 6553RennesFrance
| | - Luca Belelli Marchesini
- Department of Sustainable Agro‐ecosystems and Bioresources, Research and Innovation CentreFondazione Edmund MachSan Michele all’AdigeItaly
| | | | | | | | - Bernd J. Berauer
- Institute of Landscape and Plant EcologyDepartment of Plant EcologyUniversity of HohenheimStuttgartGermany
- Disturbance EcologyBayCEERUniversity of BayreuthBayreuthGermany
| | - Jarle W. Bjerke
- Norwegian Institute for Nature ResearchFRAM ‐ High North Research Centre for Climate and the EnvironmentTromsøNorway
| | - Robert G. Björk
- Department of Earth SciencesUniversity of GothenburgGothenburgSweden
- Gothenburg Global Biodiversity CentreGothenburgSweden
| | - Mats P. Björkman
- Department of Earth SciencesUniversity of GothenburgGothenburgSweden
- Gothenburg Global Biodiversity CentreGothenburgSweden
| | - Katrin Björnsdóttir
- Department of Biological and Environmental SciencesUniversity of GothenburgGothenburgSweden
| | - Benjamin Blonder
- Department of Environmental Science, Policy, and ManagementUniversity of CaliforniaBerkeleyCaliforniaUSA
| | - Pascal Boeckx
- Isotope Bioscience Laboratory ‐ ISOFYSGhent UniversityGentBelgium
| | - Julia Boike
- Alfred Wegener Institute Helmholtz Center for Polar and Marine ResearchTelegrafenberg A45PotsdamGermany
- Geography DepartmentHumboldt‐Universität zu BerlinGermany
| | - Stef Bokhorst
- Department of Ecological ScienceVrije Universiteit AmsterdamThe Netherlands
| | - Bárbara N. S. Brum
- Pós‐Graduação em Ciências de Florestas TropicaisInstituto Nacional de Pesquisas da AmazôniaManausBrasil
| | - Josef Brůna
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
| | - Nina Buchmann
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | - Pauline Buysse
- UMR ECOSYS INRAEUinversité Paris SaclayAgroParisTechFrance
| | - José Luís Camargo
- Biological Dynamics of Forest Fragments ProjectBDFFPInstituto Nacional de Pesquisas da AmazôniaManausBrazil
| | - Otávio C. Campoe
- Department of Forest SciencesFederal University of LavrasLavrasBrazil
| | - Onur Candan
- Faculty of Arts and SciencesDepartment of Molecular Biology and GeneticsOrdu UniversityOrduTurkey
| | - Rafaella Canessa
- Ecological Plant GeographyFaculty of GeographyUniversity of MarburgMarburgGermany
- Plant Ecology GroupDepartment of Evolution and EcologyUniversity of TübingenTübingenGermany
| | - Nicoletta Cannone
- Department of Science and High TechnologyInsubria UniversityComoItaly
| | - Michele Carbognani
- Department of Chemistry, Life Sciences and Environmental SustainabilityUniversity of ParmaParmaItaly
| | - Jofre Carnicer
- Department of Evolutionary Biology, Ecology and Environmental SciencesBiodiversity Research Institute (IRBio)University of BarcelonaBarcelonaSpain
- CREAFE08193 Bellaterra (Cerdanyola del Vallès)Spain
| | - Angélica Casanova‐Katny
- Laboratorio de Ecofisiología Vegetal y Cambio ClimáticoLaboratorio de Ecofisiología Vegetal y Cambio ClimáticoDepartamento de Ciencias Veterinarias y Salud PúblicaUniversidad Católica de TemucoCampus Luis Rivas del Canto and Núcleo de Estudios Ambientales (NEA)Facultad de Recursos NaturalesUniversidad Católica de TemucoTemucoChile
| | - Simone Cesarz
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐LeipzigLeipzigGermany
- Institute of BiologyLeipzig UniversityLeipzigGermany
| | - Bogdan Chojnicki
- Laboratory of BioclimatologyDepartment of Ecology and Environmental ProtectionPoznan University of Life SciencesPoznanPoland
| | - Philippe Choler
- Univ. Grenoble AlpesUniv. Savoie Mont BlancCNRSLECAGrenobleFrance
- Univ. Grenoble AlpesUniv. Savoie Mont BlancCNRSLTSER Zone Atelier AlpesGrenobleFrance
| | - Steven L. Chown
- Securing Antarctica's Environmental FutureSchool of Biological SciencesMonash UniversityMelbourneVictoriaAustralia
| | - Edgar F. Cifuentes
- Forest Ecology and Conservation GroupDepartment of Plant SciencesUniversity of CambridgeCambridgeUK
| | - Marek Čiliak
- Faculty of Ecology and Environmental SciencesTechnical University in ZvolenZvolenSlovakia
| | - Tamara Contador
- Millennium Institute Biodiversity of Antarctic and Subantarctic Ecosystems (BASE)University Austral of ChileValdiviaChile
- Cape Horn International Center (CHIC)Puerto WilliamsChile
| | - Peter Convey
- British Antarctic SurveyNERC, High CrossCambridgeUK
| | - Elisabeth J. Cooper
- Department of Arctic and Marine BiologyFaculty of Biosciences Fisheries and EconomicsUiT‐The Arctic University of NorwayTromsøNorway
| | - Edoardo Cremonese
- Climate Change UnitEnvironmental Protection Agency of Aosta ValleyItaly
| | - Salvatore R. Curasi
- Department of Biological SciencesUniversity of Notre DameNotre DameIndianaUSA
| | - Robin Curtis
- Environment and Sustainability InstituteUniversity of ExeterPenryn CampusPenrynUK
| | | | - C. Johan Dahlberg
- Department of EcologyEnvironment and Plant Sciences and Bolin Centre for Climate ResearchStockholm UniversityStockholmSweden
- The County Administrative Board of Västra GötalandGothenburgSweden
| | | | | | | | - Jürgen Dengler
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐LeipzigLeipzigGermany
- Vegetation EcologyInstitute of Natural Resource Sciences (IUNR)ZHAW Zurich University of Applied SciencesWädenswilSwitzerland
- Plant EcologyBayreuth Center of Ecology and Environmental Research (BayCEER)University of BayreuthBayreuthGermany
| | | | | | - Valter Di Cecco
- Majella Seed BankMajella National ParkColle MadonnaLama dei PeligniItaly
| | - Michele Di Musciano
- Department of Life, Health and Environmental SciencesUniversity of L'AquilaL'AquilaItaly
| | - Jan Dick
- UK Centre for Ecology and HydrologyPenicuikUK
| | - Romina D. Dimarco
- Grupo de Ecología de Poblaciones de InsectosIFAB (INTA ‐ CONICET)BarilocheArgentina
- Department of Biology and BiochemistryUniversity of HoustonHoustonTexasUSA
| | - Jiri Dolezal
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
- Faculty of ScienceDepartment of BotanyUniversity of South BohemiaČeské BudějoviceCzech Republic
| | - Ellen Dorrepaal
- Climate Impacts Research CentreDepartment of Ecology and Environmental ScienceUmeå UniversityAbiskoSweden
| | - Jiří Dušek
- Global Change Research InstituteAcademy of Sciences of the Czech RepublicCzech Republic
| | - Nico Eisenhauer
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐LeipzigLeipzigGermany
- Institute of BiologyLeipzig UniversityLeipzigGermany
| | - Lars Eklundh
- Department of Physical Geography and Ecosystem ScienceLund UniversityLundSweden
| | - Todd E. Erickson
- School of Biological SciencesThe University of Western AustraliaCrawleyWestern AustraliaAustralia
- Kings Park ScienceDepartment of Biodiversity, Conservation and AttractionsKings ParkAustralia
| | - Brigitta Erschbamer
- Department of BotanyFaculty of BiologyUniversity of InnsbruckInnsbruckAustria
| | - Werner Eugster
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | | | | | - Nicolas Fanin
- INRAEBordeaux Sciences AgroUMR 1391 ISPAVillenave d'OrnonFrance
| | - Fatih Fazlioglu
- Faculty of Arts and SciencesDepartment of Molecular Biology and GeneticsOrdu UniversityOrduTurkey
| | - Iris Feigenwinter
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | - Giuseppe Fenu
- Department of Life and Environmental SciencesUniversity of CagliariCagliariItaly
| | - Olga Ferlian
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐LeipzigLeipzigGermany
- Institute of BiologyLeipzig UniversityLeipzigGermany
| | | | | | - Manfred Finckh
- Institute for Plant Science and MicrobiologyUniversity of HamburgHamburgGermany
| | | | - T'ai G. W. Forte
- Department of Chemistry, Life Sciences and Environmental SustainabilityUniversity of ParmaParmaItaly
| | - Erika C. Freeman
- Ecosystems and Global Change GroupDepartment of Plant SciencesUniversity of CambridgeCambridgeUK
| | - Esther R. Frei
- WSL Institute for Snow and Avalanche Research SLFDavos DorfSwitzerland
- Climate Change, Extremes and Natural Hazards in Alpine Regions Research Center CERCDavos DorfSwitzerland
- Swiss Federal Institute for Forest, Snow and Landscape Research WSLBirmensdorfSwitzerland
| | - Eduardo Fuentes‐Lillo
- Research Group PLECO (Plants and Ecosystems)University of AntwerpWilrijkBelgium
- Laboratorio de Invasiones Biológicas (LIB)Facultad de Ciencias ForestalesUniversidad de ConcepciónConcepciónChile
- School of Education and Social SciencesAdventist University of ChileChile
| | - Rafael A. García
- Laboratorio de Invasiones Biológicas (LIB)Facultad de Ciencias ForestalesUniversidad de ConcepciónConcepciónChile
- Instituto de Ecología y Biodiversidad (IEB)SantiagoChile
| | | | - Charly Géron
- Research Group PLECO (Plants and Ecosystems)University of AntwerpWilrijkBelgium
- Biodiversity and LandscapeTERRA Research CentreGembloux Agro‐Bio TechUniversity of LiègeGemblouxBelgium
| | - Mana Gharun
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | - Dany Ghosn
- Department of Geo‐information in Environmental ManagementMediterranean Agronomic Institute of ChaniaChaniaGreece
| | - Khatuna Gigauri
- Department of Environmental Management and PolicyGeorgian Institute of Public AffairsTbilisiGeorgia
| | - Anne Gobin
- Flemish Institute for Technological ResearchMolBelgium
- Department of Earth and Environmental ScienceFaculty of BioScience EngineeringKULeuvenBelgium
| | - Ignacio Goded
- European CommissionJoint Research Centre (JRC)IspraItaly
| | - Mathias Goeckede
- Department of Biogeochemical SignalsMax Planck Institute for BiogeochemistryJenaGermany
| | - Felix Gottschall
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐LeipzigLeipzigGermany
- Institute of BiologyLeipzig UniversityLeipzigGermany
| | - Keith Goulding
- Sustainable Agricultural Sciences DepartmentRothamsted ResearchHarpendenUK
| | - Sanne Govaert
- Forest & Nature LabDepartment of EnvironmentGhent UniversityMelle‐GontrodeBelgium
| | - Bente Jessen Graae
- Department of BiologyNorwegian University of Science and TechnologyTrondheimNorway
| | - Sarah Greenwood
- Biodiversity, Wildlife and Ecosystem HealthBiomedical SciencesUniversity of EdinburghEdinburghUK
| | - Caroline Greiser
- Department of EcologyEnvironment and Plant Sciences and Bolin Centre for Climate ResearchStockholm UniversityStockholmSweden
| | - Achim Grelle
- Department of EcologySwedish University of Agricultural SciencesUppsalaSweden
| | - Benoit Guénard
- School of Biological SciencesThe University of Hong KongHong Kong SARChina
| | - Mauro Guglielmin
- Department of Theoretical and Applied SciencesInsubria UniversityVareseItaly
| | - Joannès Guillemot
- CIRAD, UMR Eco&SolsMontpellierFrance
- Eco&SolsUniv MontpellierCIRADINRAEIRDMontpellier SupAgroMontpellierFrance
| | - Peter Haase
- Senckenberg Research Institute and Natural History Museum FrankfurtGelnhausenGermany
- Faculty of BiologyUniversity of Duisburg‐EssenEssenGermany
| | - Sylvia Haider
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐LeipzigLeipzigGermany
- Institute of Biology / Geobotany and Botanical GardenMartin Luther University Halle‐WittenbergHalle (Saale)Germany
| | - Aud H. Halbritter
- Department of Biological Sciences and Bjerknes Centre for Climate ResearchUniversity of BergenBergenNorway
| | - Maroof Hamid
- Centre for Biodiversity and TaxonomyDepartment of BotanyUniversity of KashmirSrinagarIndia
| | - Albin Hammerle
- Department of EcologyUniversity of InnsbruckInnsbruckAustria
| | | | - Siri V. Haugum
- Department of Biological Sciences and Bjerknes Centre for Climate ResearchUniversity of BergenBergenNorway
- The Heathland CentreAlverNorway
| | - Lucia Hederová
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
| | - Bernard Heinesch
- TERRA Teaching and Research CenterFaculty of Gembloux Agro‐Bio TechUniversity of LiegeGemblouxBelgium
| | | | - Daniel Hepenstrick
- Vegetation EcologyInstitute of Natural Resource SciencesZHAW Zurich University of Applied SciencesGrüentalSwitzerland
| | - Maximiliane Herberich
- Institute for BotanyUniversity of Natural Resources and Life Sciences Vienna (BOKU)ViennaAustria
| | - Mathias Herbst
- Centre for Agrometeorological Research (ZAMF)German Meteorological Service (DWD)BraunschweigGermany
| | - Luise Hermanutz
- Dept of BiologyMemorial UniversitySt. John'sNewfoundlandCanada
| | - David S. Hik
- Department of Biological SciencesSimon Fraser UniversityBurnabyBritish ColumbiaCanada
| | - Raúl Hoffrén
- Department of GeographyUniversity of ZaragozaZaragozaSpain
| | - Jürgen Homeier
- Faculty of Resource ManagementHAWK University of Applied Sciences and ArtsGöttingenGermany
- Plant EcologyAlbrecht‐von‐Haller‐Institute for Plant SciencesGeorg‐August University of GöttingenGöttingenGermany
| | - Lukas Hörtnagl
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | - Toke T. Høye
- Department of Ecoscience and Arctic Research CentreAarhus UniversityRøndeDenmark
| | - Filip Hrbacek
- Department of GeographyFaculty of ScienceMasaryk UniversityBrnoCzech Republic
| | - Kristoffer Hylander
- Department of EcologyEnvironment and Plant Sciences and Bolin Centre for Climate ResearchStockholm UniversityStockholmSweden
| | - Hiroki Iwata
- Department of Environmental ScienceShinshu UniversityMatsumotoJapan
| | - Marcin Antoni Jackowicz‐Korczynski
- Department of Physical Geography and Ecosystem ScienceLund UniversityLundSweden
- Department of Ecoscience and Arctic Research CentreAarhus UniversityRoskildeDenmark
| | | | - Järvi Järveoja
- Department of Forest Ecology and ManagementSwedish University of Agricultural SciencesUmeåSweden
| | - Szymon Jastrzębowski
- Department of Silviculture and Forest Tree GeneticsForest Research InstituteRaszynPoland
| | - Anke Jentsch
- Disturbance EcologyBayCEERUniversity of BayreuthBayreuthGermany
- Bayreuth Center of Ecology and Environmental ResearchBayreuthGermany
| | - Juan J. Jiménez
- ARAID/IPE‐CSICPyrenean Institute of EcologyAvda. Llano de la VictoriaSpain
| | | | - Tommaso Jucker
- School of Biological SciencesUniversity of BristolBristolUK
| | - Alistair S. Jump
- Biological and Environmental SciencesFaculty of Natural SciencesUniversity of StirlingScotland
| | - Radoslaw Juszczak
- Laboratory of BioclimatologyDepartment of Ecology and Environmental ProtectionPoznan University of Life SciencesPoznanPoland
| | - Róbert Kanka
- Institute of Landscape Ecology Slovak Academy of SciencesBratislavaSlovakia
| | - Vít Kašpar
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
- Faculty of Environmental SciencesCzech University of Life Sciences PraguePrague 6 ‐ SuchdolCzech Republic
| | - George Kazakis
- Department of Geo‐information in Environmental ManagementMediterranean Agronomic Institute of ChaniaChaniaGreece
| | - Julia Kelly
- Centre for Environmental and Climate ScienceLund UniversityLundSweden
| | - Anzar A. Khuroo
- Centre for Biodiversity and TaxonomyDepartment of BotanyUniversity of KashmirSrinagarIndia
| | - Leif Klemedtsson
- Department of Earth SciencesUniversity of GothenburgGothenburgSweden
| | - Marcin Klisz
- Department of Silviculture and Forest Tree GeneticsForest Research InstituteRaszynPoland
| | - Natascha Kljun
- Centre for Environmental and Climate ScienceLund UniversityLundSweden
| | | | | | - Jozef Kollár
- Institute of Landscape Ecology Slovak Academy of SciencesBratislavaSlovakia
| | - Martyna M. Kotowska
- Plant EcologyAlbrecht‐von‐Haller‐Institute for Plant SciencesGeorg‐August University of GöttingenGöttingenGermany
| | - Bence Kovács
- Centre for Ecological ResearchInstitute of Ecology and BotanyVácrátótHungary
| | - Juergen Kreyling
- Experimental Plant EcologyInstitute of Botany and Landscape EcologyUniversity of GreifswaldGreifswaldGermany
| | - Andrea Lamprecht
- GLORIA CoordinationInstitute for Interdisciplinary Mountain ResearchAustrian Academy of Sciences (ÖAW) & Department of Integrative Biology and Biodiversity ResearchUniversity of Natural Resources and Life SciencesViennaAustria
| | - Simone I. Lang
- Department of Arctic BiologyThe University Centre in Svalbard (UNIS)Longyearbyen, SvalbardNorway
| | - Christian Larson
- Department of Land Resources and Environmental SciencesMontana State UniversityBozemanMontanaUSA
| | - Keith Larson
- Climate Impacts Research CentreDepartment of Ecology and Environmental SciencesUmeå UniversityAbiskoSweden
| | - Kamil Laska
- Department of GeographyFaculty of ScienceMasaryk UniversityBrnoCzech Republic
- Centre for Polar EcologyFaculty of ScienceUniversity of South BohemiaČeské BudějoviceCzech Republic
| | - Guerric le Maire
- CIRAD, UMR Eco&SolsMontpellierFrance
- Eco&SolsUniv MontpellierCIRADINRAEIRDMontpellier SupAgroMontpellierFrance
| | - Rachel I. Leihy
- School of Biological SciencesMonash UniversityMelbourneVictoriaAustralia
| | - Luc Lens
- Terrestrial Ecology UnitDepartment of BiologyGhent UniversityGentBelgium
| | - Bengt Liljebladh
- Department of Earth SciencesUniversity of GothenburgGothenburgSweden
| | - Annalea Lohila
- Finnish Meteorological InstituteClimate System ResearchHelsinkiFinland
- INAR Institute for Atmospheric and Earth System Research/PhysicsFaculty of ScienceUniversity of HelsinkiFinland
| | - Juan Lorite
- Department of BotanyUniversity of GranadaGranadaSpain
- Interuniversity Institute for Earth System ResearchUniversity of GranadaGranadaSpain
| | | | - Joshua Lynn
- Department of Biological Sciences and Bjerknes Centre for Climate ResearchUniversity of BergenBergenNorway
| | - Martin Macek
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
| | - Roy Mackenzie
- Millennium Institute Biodiversity of Antarctic and Subantarctic Ecosystems (BASE)University Austral of ChileValdiviaChile
| | - Enzo Magliulo
- CNR Institute for Agricultural and Forestry Systems in the MediterraneanPortici (Napoli)Italy
| | - Regine Maier
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | - Francesco Malfasi
- Department of Science and High TechnologyInsubria UniversityComoItaly
| | - František Máliš
- Faculty of ForestryTechnical University in ZvolenZvolenSlovakia
| | - Matěj Man
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
| | - Giovanni Manca
- European CommissionJoint Research Centre (JRC)IspraItaly
| | - Antonio Manco
- CNR Institute for Agricultural and Forestry Systems in the MediterraneanPortici (Napoli)Italy
| | - Tanguy Manise
- TERRA Teaching and Research CenterFaculty of Gembloux Agro‐Bio TechUniversity of LiegeGemblouxBelgium
| | - Paraskevi Manolaki
- School of Pure & Applied SciencesEnvironmental Conservation and Management ProgrammeOpen University of CyprusLatsiaCyprus
- Department of BiologyAarhus UniversityAarhus CDenmark
- Aarhus Institute of Advanced StudiesAIAS Høegh‐Guldbergs Gade 6BAarhusDenmark
| | - Felipe Marciniak
- Pós‐Graduação em Ciências de Florestas TropicaisInstituto Nacional de Pesquisas da AmazôniaManausBrasil
| | - Radim Matula
- Faculty of Forestry and Wood SciencesCzech University of Life Sciences PraguePrague 6 ‐ SuchdolCzech Republic
- Department of Forest Botany, Dendrology and GeobiocoenologyFaculty of Forestry and Wood TechnologyMendel University in BrnoBrnoCzech Republic
| | - Ana Clara Mazzolari
- Instituto Argentino de NivologiáGlaciologiá y Ciencias Ambientales (IANIGLA)CONICETCCT‐MendozaMendozaArgentina
| | - Sergiy Medinets
- Regional Centre for Integrated Environmental MonitoringOdesa National I.I. Mechnikov UniversityOdesaUkraine
- Department of AgroecologyAarhus UniversityTjeleDenmark
- NGO New EnergyKharkivUkraine
| | - Volodymyr Medinets
- Regional Centre for Integrated Environmental MonitoringOdesa National I.I. Mechnikov UniversityOdesaUkraine
| | - Camille Meeussen
- Forest & Nature LabDepartment of EnvironmentGhent UniversityMelle‐GontrodeBelgium
| | - Sonia Merinero
- Department of EcologyEnvironment and Plant Sciences and Bolin Centre for Climate ResearchStockholm UniversityStockholmSweden
| | - Rita de Cássia Guimarães Mesquita
- Biological Dynamics of Forest Fragments ProjectCoordenação de Dinâmica AmbientalInstituto Nacional de Pesquisas da AmazôniaManausBrazil
| | - Katrin Meusburger
- Swiss Federal Institute for Forest, Snow and Landscape Research (WSL)BirmensdorfSwitzerland
| | | | - Sean T. Michaletz
- Department of Botany and Biodiversity Research CentreUniversity of British ColumbiaVancouverBritish ColumbiaCanada
| | - Ann Milbau
- Department of EnvironmentProvince of AntwerpAntwerpenBelgium
| | - Dmitry Moiseev
- Institute of Plant and Animal Ecology of Ural Division of Russian Academy of ScienceEkaterinburgRussia
| | - Pavel Moiseev
- Institute of Plant and Animal Ecology of Ural Division of Russian Academy of ScienceEkaterinburgRussia
| | - Andrea Mondoni
- Department of Earth and Environmental SciencesUniversity of PaviaPaviaItaly
| | | | | | - Mikel Moriana‐Armendariz
- Department of Arctic and Marine BiologyFaculty of Biosciences Fisheries and EconomicsUiT‐The Arctic University of NorwayTromsøNorway
| | - Umberto Morra di Cella
- Climate Change Unit, Environmental Protection Agency of Aosta ValleySaint‐ChristopheItaly
| | | | - Jonathan R. Mosedale
- Environment and Sustainability InstituteUniversity of ExeterPenryn CampusCornwallUK
| | - Lena Muffler
- Plant EcologyAlbrecht‐von‐Haller‐Institute for Plant SciencesGeorg‐August University of GöttingenGöttingenGermany
| | - Miriam Muñoz‐Rojas
- Centre for Ecosystem ScienceSchool of Biological, Earth and Environmental SciencesUNSW SydneySydneyNew South WalesAustralia
- Department of Plant Biology and EcologyUniversity of SevilleSevilleSpain
| | - Jonathan A. Myers
- Department of BiologyWashington University in St. LouisSt. LouisMissouriUSA
| | | | - Laszlo Nagy
- Department of Animal BiologyInstitute of BiologyUniversity of CampinasCampinasBrazil
| | | | - Ilona Naujokaitis‐Lewis
- National Wildlife Research CentreEnvironment and Climate Change CanadaCarleton UniversityOttawaOntarioCanada
| | - Emily Newling
- School of Life and Environmental SciencesDeakin UniversityBurwoodVictoriaAustralia
| | - Lena Nicklas
- Department of BotanyFaculty of BiologyUniversity of InnsbruckInnsbruckAustria
| | - Georg Niedrist
- Institute for Alpine EnvironmentEurac ResearchBozen/BolzanoItaly
| | - Armin Niessner
- Institute of BiologyDepartment of Molecular BotanyUniversity of HohenheimStuttgartGermany
| | - Mats B. Nilsson
- Department of Forest Ecology and ManagementSwedish University of Agricultural SciencesUmeåSweden
| | - Signe Normand
- Center for Sustainable Landscapes Under Global ChangeDepartment of BiologyAarhus UniversityAarhus CDenmark
- Center for Biodiversity Dynamics in a Changing WorldDepartment of BiologyAarhus UniversityAarhus CDenmark
| | - Marcelo D. Nosetto
- Instituto de Matemática Aplicada San LuisIMASL, CONICET and Universidad Nacional de San LuisSan LuisArgentina
- Cátedra de Climatología Agrícola (FCA‐UNER)Entre RíosArgentina
| | - Yann Nouvellon
- CIRAD, UMR Eco&SolsMontpellierFrance
- Eco&SolsUniv MontpellierCIRADINRAEIRDMontpellier SupAgroMontpellierFrance
| | - Martin A. Nuñez
- Department of Biology and BiochemistryUniversity of HoustonHoustonTexasUSA
- Grupo de Ecología de InvasionesINIBIOMACONICET/ Universidad Nacional del ComahueBarilocheArgentina
| | - Romà Ogaya
- CSICGlobal Ecology Unit CREAF‐ CSIC‐UABBellaterraSpain
- CREAFSpain
| | - Jérôme Ogée
- INRAEBordeaux Sciences AgroUMR 1391 ISPAVillenave d'OrnonFrance
| | - Joseph Okello
- Isotope Bioscience Laboratory ‐ ISOFYSGhent UniversityGentBelgium
- Mountains of the Moon UniversityFort PortalUganda
- National Agricultural Research OrganisationMbarara Zonal Agricultural Research and Development InstituteMbararaUganda
| | - Janusz Olejnik
- Laboratory of MeteorologyDepartment of Construction and GeoengineeringFaculty of Environmental Engineering and Mechanical EngineeringPoznan University of Life SciencesPoznanPoland
| | | | | | - Simone Orsenigo
- Department of Earth and Environmental SciencesUniversity of PaviaPaviaItaly
| | - Andrej Palaj
- Institute of Landscape Ecology Slovak Academy of SciencesBratislavaSlovakia
| | - Timo Pampuch
- Institute of Botany and Landscape EcologyUniversity GreifswaldGreifswaldGermany
| | | | - Meelis Pärtel
- Institute of Ecology and Earth SciencesUniversity of TartuTartuEstonia
| | - Ada Pastor
- Department of BiologyAarhus UniversityAarhus CDenmark
| | - Aníbal Pauchard
- Laboratorio de Invasiones Biológicas (LIB)Facultad de Ciencias ForestalesUniversidad de ConcepciónConcepciónChile
- Instituto de Ecología y Biodiversidad (IEB)SantiagoChile
| | - Harald Pauli
- GLORIA CoordinationInstitute for Interdisciplinary Mountain ResearchAustrian Academy of Sciences (ÖAW) & Department of Integrative Biology and Biodiversity ResearchUniversity of Natural Resources and Life SciencesViennaAustria
| | - Marian Pavelka
- Global Change Research InstituteAcademy of Sciences of the Czech RepublicCzech Republic
| | - William D. Pearse
- Department of Biology and Ecology CenterUtah State UniversityLoganUtahUSA
- Department of Life SciencesImperial CollegeAscot, BerkshireUK
| | - Matthias Peichl
- Department of Forest Ecology and ManagementSwedish University of Agricultural SciencesUmeåSweden
| | - Loïc Pellissier
- Landscape EcologyInstitute of Terrestrial EcosystemsDepartment of Environmental Systems ScienceETH ZürichZürichSwitzerland
- Unit of Land Change ScienceSwiss Federal Research Institute WSLBirmensdorfSwitzerland
| | | | - Josep Penuelas
- CSICGlobal Ecology Unit CREAF‐ CSIC‐UABBellaterraSpain
- CREAFSpain
| | - Matteo Petit Bon
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
- Department of Arctic and Marine BiologyFaculty of Biosciences Fisheries and EconomicsUiT‐The Arctic University of NorwayTromsøNorway
- Department of Arctic BiologyThe University Centre in Svalbard (UNIS)Longyearbyen, SvalbardNorway
| | - Alessandro Petraglia
- Department of Chemistry, Life Sciences and Environmental SustainabilityUniversity of ParmaParmaItaly
| | - Shyam S. Phartyal
- School of Ecology and Environment StudiesNalanda UniversityRajgirIndia
| | | | - Casimiro Pio
- CESAM & Department of EnvironmentUniversity of AveiroAveiroPortugal
| | - Andrea Pitacco
- Department of Agronomy, Food, Natural resourcesAnimals and Environment ‐ University of PaduaLegnaroItaly
| | - Camille Pitteloud
- Landscape EcologyInstitute of Terrestrial EcosystemsDepartment of Environmental Systems ScienceETH ZürichZürichSwitzerland
- Unit of Land Change ScienceSwiss Federal Research Institute WSLBirmensdorfSwitzerland
| | - Roman Plichta
- Department of Forest Botany, Dendrology and GeobiocoenologyFaculty of Forestry and Wood TechnologyMendel University in BrnoBrnoCzech Republic
| | - Francesco Porro
- Department of Earth and Environmental SciencesUniversity of PaviaPaviaItaly
| | | | - Jérôme Poulenard
- Univ. Savoie Mont BlancCNRSUniv. Grenoble AlpesEDYTEMChambéryFrance
| | - Rafael Poyatos
- CREAFE08193 Bellaterra (Cerdanyola del Vallès)Spain
- Universitat Autònoma de BarcelonaSpain
| | - Anatoly S. Prokushkin
- Siberian Federal UniversityKrasnoyarskRussia
- V.N. Sukachev Institute of Forest SB RASKrasnoyarskRussia
| | - Radoslaw Puchalka
- Department of Ecology and BiogeographyFaculty of Biological and Veterinary SciencesNicolaus Copernicus UniversityToruńPoland
- Centre for Climate Change ResearchNicolaus Copernicus UniversityToruńPoland
| | - Mihai Pușcaș
- A. Borza Botanic GardenBabeș‐Bolyai UniversityCluj‐NapocaRomania
- Faculty of Biology and GeologyDepartment of Taxonomy and EcologyBabeș‐Bolyai UniversityCluj‐NapocaRomania
- E. G. Racoviță InstituteBabeș‐Bolyai UniversityCluj‐NapocaRomania
| | - Dajana Radujković
- Research Group PLECO (Plants and Ecosystems)University of AntwerpWilrijkBelgium
| | - Krystal Randall
- Centre for Sustainable Ecosystem Solutions, School of Earth, Atmospheric and Life SciencesUniversity of WollongongWollongongNew South WalesAustralia
- Securing Antarctica's Environmental Future, School of Earth, Atmospheric and Life SciencesUniversity of WollongongWollongongNew South WalesAustralia
| | - Amanda Ratier Backes
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐LeipzigLeipzigGermany
- Institute of Biology / Geobotany and Botanical GardenMartin Luther University Halle‐WittenbergHalle (Saale)Germany
| | - Sabine Remmele
- Institute of BiologyDepartment of Molecular BotanyUniversity of HohenheimStuttgartGermany
| | - Wolfram Remmers
- University of Applied Sciences TrierEnvironmental Campus BirkenfeldBirkenfeldGermany
| | - David Renault
- Université de RennesCNRSEcoBio (Ecosystèmes, biodiversité, évolution) ‐ UMR 6553RennesFrance
- Institut Universitaire de FranceParisFrance
| | - Anita C. Risch
- Swiss Federal Institute for Forest, Snow and Landscape Research WSLBirmensdorfSwitzerland
| | - Christian Rixen
- WSL Institute for Snow and Avalanche Research SLFDavos DorfSwitzerland
- Climate Change, Extremes and Natural Hazards in Alpine Regions Research Center CERCDavos DorfSwitzerland
| | - Sharon A. Robinson
- Centre for Sustainable Ecosystem Solutions, School of Earth, Atmospheric and Life SciencesUniversity of WollongongWollongongNew South WalesAustralia
- Securing Antarctica's Environmental Future, School of Earth, Atmospheric and Life SciencesUniversity of WollongongWollongongNew South WalesAustralia
| | - Bjorn J. M. Robroek
- Aquatic Ecology and Environmental Biology, Radboud Institute for Environmental and Biological SciencesRadboud University NijmegenNijmegenThe Netherlands
| | - Adrian V. Rocha
- Department of Biological Sciences and the Environmental Change InitiativeUniversity of Notre DameNotre DameIndianaUSA
| | - Christian Rossi
- Swiss National ParkChastè Planta‐WildenbergZernezSwitzerland
- Remote Sensing LaboratoriesDepartment of GeographyUniversity of ZurichZurichSwitzerland
| | - Graziano Rossi
- Department of Earth and Environmental SciencesUniversity of PaviaPaviaItaly
| | - Olivier Roupsard
- CIRADUMR Eco&SolsDakarSenegal
- Eco&SolsUniv MontpellierCIRADINRAE, IRDInstitut AgroMontpellierFrance
- LMI IESOLCentre IRD‐ISRA de Bel AirDakarSenegal
| | | | - Patrick Saccone
- GLORIA CoordinationInstitute for Interdisciplinary Mountain ResearchAustrian Academy of Sciences (ÖAW) & Department of Integrative Biology and Biodiversity ResearchUniversity of Natural Resources and Life SciencesViennaAustria
| | | | - Jhonatan Sallo Bravo
- Universidad Nacional de San Antonio Abad del CuscoCuscoPerú
- Centro de Investigación de la Biodiversidad Wilhelm L. JohannsenCuscoPerú
| | - Cinthya C. Santos
- Biological Dynamics of Forest Fragments Project, PDBFFInstituto Nacional de Pesquisas da AmazôniaManausBrazil
| | - Judith M. Sarneel
- Department of Ecology and Environmental ScienceUmeå UniversityUmeåSweden
| | - Tobias Scharnweber
- Institute of Botany and Landscape EcologyUniversity GreifswaldGreifswaldGermany
| | - Jonas Schmeddes
- Experimental Plant EcologyInstitute of Botany and Landscape EcologyUniversity of GreifswaldGreifswaldGermany
| | - Marius Schmidt
- Institute of Bio‐ and Geosciences (IBG‐3): AgrosphereForschungszentrum Jülich GmbHJülichGermany
| | - Thomas Scholten
- Chair of Soil Science and GeomorphologyDepartment of GeosciencesUniversity of TuebingenTuebingenGermany
| | - Max Schuchardt
- Disturbance EcologyBayCEERUniversity of BayreuthBayreuthGermany
| | - Naomi Schwartz
- Department of GeographyThe University of British ColumbiaVancouverBritish ColumbiaCanada
| | - Tony Scott
- Sustainable Agricultural Sciences DepartmentRothamsted ResearchHarpendenUK
| | - Julia Seeber
- Department of EcologyUniversity of InnsbruckInnsbruckAustria
- Institute for Alpine EnvironmentEurac ResearchBozen/BolzanoItaly
| | | | - Tim Seipel
- Department of Land Resources and Environmental SciencesMontana State UniversityBozemanMontanaUSA
| | | | - Rebecca A. Senior
- Princeton School of Public and International AffairsPrinceton UniversityPrincetonNew JerseyUSA
| | | | - Piotr Sewerniak
- Department of Soil Science and Landscape ManagementFaculty of Earth Sciences and Spatial ManagementNicolaus Copernicus UniversityToruńPoland
| | - Ankit Shekhar
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | | | | | - Laura Siegwart Collier
- Dept of BiologyMemorial UniversitySt. John'sNewfoundlandCanada
- Terra Nova National ParkParks Canada AgencyGlovertownNewfoundlandCanada
| | - Elizabeth Simpson
- Department of Biology and Ecology CenterUtah State UniversityLoganUtahUSA
| | - David P. Siqueira
- Universidade Estadual do Norte Fluminense Darcy RibeiroRio de JaneiroBrazil
| | - Zuzana Sitková
- National Forest CentreForest Research Institute ZvolenZvolenSlovakia
| | - Johan Six
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | - Marko Smiljanic
- Institute of Botany and Landscape EcologyUniversity GreifswaldGreifswaldGermany
| | - Stuart W. Smith
- Department of BiologyNorwegian University of Science and TechnologyTrondheimNorway
- Department of Physical GeographyStockholm UniversityStockholmSweden
| | - Sarah Smith‐Tripp
- Department of GeographyUniversity of British ColumbiaVancouverBritish ColumbiaCanada
| | - Ben Somers
- Department of Earth and Environmental SciencesLeuvenBelgium
| | - Mia Vedel Sørensen
- Department of BiologyNorwegian University of Science and TechnologyTrondheimNorway
| | | | - Bartolomeu Israel Souza
- Departamento de Geociências. Cidade UniversitáriaUniversidade Federal da ParaíbaJoão Pessoa ‐ PBBrasil
| | - Arildo Souza Dias
- Biological Dynamics of Forest Fragments Project, PDBFFInstituto Nacional de Pesquisas da AmazôniaManausBrazil
- Department of Physical GeographyGoethe‐Universität FrankfurtFrankfurt am MainGermany
| | - Marko J. Spasojevic
- Department of Evolution, Ecology, and Organismal BiologyUniversity of California RiversideRiversideCaliforniaUSA
| | - James D. M. Speed
- Department of Natural HistoryNTNU University MuseumNorwegian University of Science and TechnologyTrondheimNorway
| | - Fabien Spicher
- UMR 7058 CNRS ‘Ecologie et Dynamique des Systèmes Anthropisés’ (EDYSAN)Univ. de Picardie Jules VerneAmiensFrance
| | - Angela Stanisci
- EnvixLabDipartimento di Bioscienze e TerritorioUniversità degli Studi del MoliseTermoliItaly
| | - Klaus Steinbauer
- GLORIA CoordinationInstitute for Interdisciplinary Mountain ResearchAustrian Academy of Sciences (ÖAW) & Department of Integrative Biology and Biodiversity ResearchUniversity of Natural Resources and Life SciencesViennaAustria
| | - Rainer Steinbrecher
- Institute of Meteorology and Climate Research (IMK)Department of Atmospheric Environmental Research (IFU)Karlsruhe Institute of Technology (KIT)Garmisch‐PartenkirchenGermany
| | | | - Michael Stemkovski
- Department of Biology and Ecology CenterUtah State UniversityLoganUtahUSA
| | - Jörg G. Stephan
- Swedish University of Agricultural SciencesSLU Swedish Species Information CentreUppsalaSweden
| | | | - Stefan Stoll
- University of Applied Sciences TrierEnvironmental Campus BirkenfeldBirkenfeldGermany
- Faculty for BiologyUniversity Duisburg‐EssenEssenGermany
| | - Martin Svátek
- Department of Forest Botany, Dendrology and GeobiocoenologyFaculty of Forestry and Wood TechnologyMendel University in BrnoBrnoCzech Republic
| | - Miroslav Svoboda
- Faculty of Forestry and Wood SciencesCzech University of Life Sciences PraguePrague 6 ‐ SuchdolCzech Republic
| | - Torbern Tagesson
- Department of Physical Geography and Ecosystem ScienceLund UniversityLundSweden
- Department of Geosciences and Natural Resource ManagementUniversity of CopenhagenCopenhagenDenmark
| | - Andrew J. Tanentzap
- Ecosystems and Global Change GroupDepartment of Plant SciencesUniversity of CambridgeCambridgeUK
| | - Franziska Tanneberger
- Experimental Plant EcologyInstitute of Botany and Landscape EcologyUniversity of Greifswald, partner in the Greifswald Mire CentreGreifswaldGermany
| | - Jean‐Paul Theurillat
- Foundation J.‐M. AubertChampex‐LacSwitzerland
- Département de Botanique et Biologie végétaleUniversité de GenèveChambésySwitzerland
| | | | - Andrew D. Thomas
- Department of Geography and Earth SciencesAberystwyth UniversityWalesUK
| | - Katja Tielbörger
- Plant Ecology GroupDepartment of Evolution and EcologyUniversity of TübingenTübingenGermany
| | - Marcello Tomaselli
- Department of Chemistry, Life Sciences and Environmental SustainabilityUniversity of ParmaParmaItaly
| | - Urs Albert Treier
- Center for Sustainable Landscapes Under Global ChangeDepartment of BiologyAarhus UniversityAarhus CDenmark
- Center for Biodiversity Dynamics in a Changing WorldDepartment of BiologyAarhus UniversityAarhus CDenmark
| | - Mario Trouillier
- Institute of Botany and Landscape EcologyUniversity GreifswaldGreifswaldGermany
| | - Pavel Dan Turtureanu
- A. Borza Botanic GardenBabeș‐Bolyai UniversityCluj‐NapocaRomania
- E. G. Racoviță InstituteBabeș‐Bolyai UniversityCluj‐NapocaRomania
- Center for Systematic Biology, Biodiversity and Bioresources ‐ 3BBabeș‐Bolyai UniversityCluj‐NapocaRomania
| | - Rosamond Tutton
- Northern Environmental Geoscience LaboratoryDepartment of Geography and PlanningQueen's UniversityKingstonOntarioCanada
| | - Vilna A. Tyystjärvi
- Department of Geosciences and GeographyUniversity of HelsinkiFinland
- Finnish Meteorological InstHelsinkiFinland
| | - Masahito Ueyama
- Graduate School of Life and Environmental SciencesOsaka Prefecture UniversityJapan
| | - Karol Ujházy
- Faculty of ForestryTechnical University in ZvolenZvolenSlovakia
| | - Mariana Ujházyová
- Faculty of Ecology and Environmental SciencesTechnical University in ZvolenZvolenSlovakia
| | | | - Anastasiya V. Urban
- Department of Forest Botany, Dendrology and GeobiocoenologyFaculty of Forestry and Wood TechnologyMendel University in BrnoBrnoCzech Republic
- V.N. Sukachev Institute of Forest SB RASKrasnoyarskRussia
| | - Josef Urban
- Siberian Federal UniversityKrasnoyarskRussia
- Department of Forest Botany, Dendrology and GeobiocoenologyFaculty of Forestry and Wood TechnologyMendel University in BrnoBrnoCzech Republic
| | - Marek Urbaniak
- Laboratory of MeteorologyDepartment of Construction and GeoengineeringFaculty of Environmental Engineering and Mechanical EngineeringPoznan University of Life SciencesPoznanPoland
| | - Tudor‐Mihai Ursu
- Institute of Biological Research Cluj‐NapocaNational Institute of Research and Development for Biological SciencesBucharestRomania
| | | | - Stijn Van de Vondel
- The Ecosystem Management Research Group (ECOBE)University of AntwerpWilrijk (Antwerpen)Belgium
| | - Liesbeth van den Brink
- Plant Ecology GroupDepartment of Evolution and EcologyUniversity of TübingenTübingenGermany
| | - Maarten Van Geel
- Plant Conservation and Population BiologyDepartment of BiologyKU LeuvenHeverleeBelgium
| | - Vigdis Vandvik
- Department of Biological Sciences and Bjerknes Centre for Climate ResearchUniversity of BergenBergenNorway
| | - Pieter Vangansbeke
- Forest & Nature LabDepartment of EnvironmentGhent UniversityMelle‐GontrodeBelgium
| | - Andrej Varlagin
- A.N. Severtsov Institute of Ecology and EvolutionRussian Academy of SciencesMoscowRussia
| | - G. F. Veen
- Netherlands Institute of EcologyWageningenthe Netherlands
| | - Elmar Veenendaal
- Plant Ecology and Nature Conservation GroupWageningen UniversityWageningenthe Netherlands
| | - Susanna E. Venn
- Centre for Integrative EcologySchool of Life and Environmental SciencesDeakin UniversityBurwoodVictoriaAustralia
| | - Hans Verbeeck
- CAVElab ‐ Computational and Applied Vegetation EcologyDepartment of EnvironmentGhent UniversityGentBelgium
| | - Erik Verbrugggen
- Research Group PLECO (Plants and Ecosystems)University of AntwerpWilrijkBelgium
| | - Frank G. A. Verheijen
- Earth Surface Processes TeamCentre for Environmental and Marine Studies (CESAM)Department of Environment and PlanningUniversity of AveiroAveiroPortugal
| | - Luis Villar
- Instituto Pirenaico de EcologíaIPE‐CSIC. Av. Llano de la VictoriaJaca (Huesca)Spain
| | - Luca Vitale
- CNR ‐ Institute for Agricultural and Forestry Systems in the MediterraneanPorticiItaly
| | - Pascal Vittoz
- Institute of Earth Surface DynamicsFaculty of Geosciences and EnvironmentUniversity of LausanneGéopolisSwitzerland
| | | | - Jonathan von Oppen
- Center for Sustainable Landscapes Under Global ChangeDepartment of BiologyAarhus UniversityAarhus CDenmark
- Center for Biodiversity Dynamics in a Changing WorldDepartment of BiologyAarhus UniversityAarhus CDenmark
| | - Josefine Walz
- Climate Impacts Research CentreDepartment of Ecology and Environmental SciencesUmeå UniversityAbiskoSweden
| | - Runxi Wang
- School of Biological SciencesThe University of Hong KongHong Kong SARChina
| | - Yifeng Wang
- Northern Environmental Geoscience LaboratoryDepartment of Geography and PlanningQueen's UniversityKingstonOntarioCanada
| | - Robert G. Way
- Northern Environmental Geoscience LaboratoryDepartment of Geography and PlanningQueen's UniversityKingstonOntarioCanada
| | | | - Robert Weigel
- Plant EcologyAlbrecht‐von‐Haller‐Institute for Plant SciencesGeorg‐August University of GöttingenGöttingenGermany
| | - Jan Wild
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
- Faculty of Environmental SciencesCzech University of Life Sciences PraguePrague 6 ‐ SuchdolCzech Republic
| | | | - Martin Wilmking
- Institute of Botany and Landscape EcologyUniversity GreifswaldGreifswaldGermany
| | - Lisa Wingate
- INRAEBordeaux Sciences AgroUMR 1391 ISPAVillenave d'OrnonFrance
| | - Manuela Winkler
- GLORIA CoordinationInstitute for Interdisciplinary Mountain ResearchAustrian Academy of Sciences (ÖAW) & Department of Integrative Biology and Biodiversity ResearchUniversity of Natural Resources and Life SciencesViennaAustria
| | - Sonja Wipf
- WSL Institute for Snow and Avalanche Research SLFDavos DorfSwitzerland
- Swiss National ParkChastè Planta‐WildenbergZernezSwitzerland
| | - Georg Wohlfahrt
- Department of EcologyUniversity of InnsbruckInnsbruckAustria
| | | | - Yan Yang
- Institute of Mountain Hazards and EnvironmentChinese Academy of SciencesChengduP.R. China
| | - Zicheng Yu
- MOE Key Laboratory of Geographical Processes and Ecological Security in Changbai MountainsSchool of Geographical SciencesNortheast Normal UniversityChangchunChina
- Department of Earth and Environmental SciencesLehigh UniversityBethlehemPennsylvaniaUSA
| | - Kailiang Yu
- High Meadows Environmental InstitutePrinceton UniversityNew JerseyUSA
| | - Florian Zellweger
- Swiss Federal Institute for Forest, Snow and Landscape Research WSLBirmensdorfSwitzerland
| | - Jian Zhang
- Zhejiang Tiantong Forest Ecosystem National Observation and Research StationSchool of Ecological and Environmental SciencesEast China Normal UniversityShanghaiChina
| | - Zhaochen Zhang
- Zhejiang Tiantong Forest Ecosystem National Observation and Research StationSchool of Ecological and Environmental SciencesEast China Normal UniversityShanghaiChina
| | - Peng Zhao
- Department of Forest Ecology and ManagementSwedish University of Agricultural SciencesUmeåSweden
| | - Klaudia Ziemblińska
- Laboratory of MeteorologyDepartment of Construction and GeoengineeringFaculty of Environmental Engineering and Mechanical EngineeringPoznan University of Life SciencesPoznanPoland
| | - Reiner Zimmermann
- Institute of BiologyDepartment of Molecular BotanyUniversity of HohenheimStuttgartGermany
- Ecological‐Botanical GardensUniversity of BayreuthBayreuthGermany
| | - Shengwei Zong
- Key Laboratory of Geographical Processes and Ecological Security in Changbai MountainsMinistry of EducationSchool of Geographical SciencesNortheast Normal UniversityChangchunChina
| | | | - Ivan Nijs
- Research Group PLECO (Plants and Ecosystems)University of AntwerpWilrijkBelgium
| | - Jonathan Lenoir
- UMR 7058 CNRS ‘Ecologie et Dynamique des Systèmes Anthropisés’ (EDYSAN)Univ. de Picardie Jules VerneAmiensFrance
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5
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Haesen S, Lembrechts JJ, De Frenne P, Lenoir J, Aalto J, Ashcroft MB, Kopecký M, Luoto M, Maclean I, Nijs I, Niittynen P, van den Hoogen J, Arriga N, Brůna J, Buchmann N, Čiliak M, Collalti A, De Lombaerde E, Descombes P, Gharun M, Goded I, Govaert S, Greiser C, Grelle A, Gruening C, Hederová L, Hylander K, Kreyling J, Kruijt B, Macek M, Máliš F, Man M, Manca G, Matula R, Meeussen C, Merinero S, Minerbi S, Montagnani L, Muffler L, Ogaya R, Penuelas J, Plichta R, Portillo-Estrada M, Schmeddes J, Shekhar A, Spicher F, Ujházyová M, Vangansbeke P, Weigel R, Wild J, Zellweger F, Van Meerbeek K. ForestTemp - Sub-canopy microclimate temperatures of European forests. Glob Chang Biol 2021; 27:6307-6319. [PMID: 34605132 DOI: 10.1111/gcb.15892] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Revised: 09/02/2021] [Accepted: 09/06/2021] [Indexed: 06/13/2023]
Abstract
Ecological research heavily relies on coarse-gridded climate data based on standardized temperature measurements recorded at 2 m height in open landscapes. However, many organisms experience environmental conditions that differ substantially from those captured by these macroclimatic (i.e. free air) temperature grids. In forests, the tree canopy functions as a thermal insulator and buffers sub-canopy microclimatic conditions, thereby affecting biological and ecological processes. To improve the assessment of climatic conditions and climate-change-related impacts on forest-floor biodiversity and functioning, high-resolution temperature grids reflecting forest microclimates are thus urgently needed. Combining more than 1200 time series of in situ near-surface forest temperature with topographical, biological and macroclimatic variables in a machine learning model, we predicted the mean monthly offset between sub-canopy temperature at 15 cm above the surface and free-air temperature over the period 2000-2020 at a spatial resolution of 25 m across Europe. This offset was used to evaluate the difference between microclimate and macroclimate across space and seasons and finally enabled us to calculate mean annual and monthly temperatures for European forest understories. We found that sub-canopy air temperatures differ substantially from free-air temperatures, being on average 2.1°C (standard deviation ± 1.6°C) lower in summer and 2.0°C higher (±0.7°C) in winter across Europe. Additionally, our high-resolution maps expose considerable microclimatic variation within landscapes, not captured by the gridded macroclimatic products. The provided forest sub-canopy temperature maps will enable future research to model below-canopy biological processes and patterns, as well as species distributions more accurately.
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Affiliation(s)
- Stef Haesen
- Department of Earth and Environmental Sciences, KU Leuven, Leuven, Belgium
| | - Jonas J Lembrechts
- Research Group PLECO (Plants and Ecosystems), University of Antwerp, Wilrijk, Belgium
| | - Pieter De Frenne
- Forest & Nature Lab, Department of Environment, Ghent University, Melle-Gontrode, Belgium
| | - Jonathan Lenoir
- UMR CNRS 7058 'Ecologie et Dynamique des Systèmes Anthropisés' (EDYSAN), Université de Picardie Jules Verne, Amiens, France
| | - Juha Aalto
- Finnish Meteorological Inst., Helsinki, Finland
| | - Michael B Ashcroft
- Centre for Sustainable Ecosystem Solutions, School of Biological Sciences, University of Wollongong, Wollongong, Australia
| | - Martin Kopecký
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Prague, Czech Republic
| | - Miska Luoto
- Department of Geosciences and Geography, Helsinki, Finland
| | - Ilya Maclean
- Environment and Sustainability Institute, University of Exeter, Penryn Campus, Penryn, UK
| | - Ivan Nijs
- Research Group PLECO (Plants and Ecosystems), University of Antwerp, Wilrijk, Belgium
| | | | | | - Nicola Arriga
- European Commission, Joint Research Centre (JRC), Ispra, Italy
| | - Josef Brůna
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
| | - Nina Buchmann
- Department of Environmental Systems Science, ETH Zurich, Zurich, Switzerland
| | - Marek Čiliak
- Faculty of Ecology and Environmental Sciences, Technical University in Zvolen, Zvolen, Slovakia
| | - Alessio Collalti
- Institute for Agriculture and Forestry Systems in the Mediterranean, National Research Council of Italy (CNR-ISAFOM), Perugia, Italy
| | - Emiel De Lombaerde
- Forest & Nature Lab, Department of Environment, Ghent University, Melle-Gontrode, Belgium
| | - Patrice Descombes
- Department of Ecology & Evolution, University of Lausanne, Lausanne, Switzerland
- Musée et Jardins botaniques Cantonaux, Lausanne, Switzerland
| | - Mana Gharun
- Department of Environmental Systems Science, ETH Zurich, Zurich, Switzerland
| | - Ignacio Goded
- European Commission, Joint Research Centre (JRC), Ispra, Italy
| | - Sanne Govaert
- Forest & Nature Lab, Department of Environment, Ghent University, Melle-Gontrode, Belgium
| | - Caroline Greiser
- Department of Ecology, Environment and Plant Sciences and Bolin Centre for Climate Research, Stockholm University, Stockholm, Sweden
| | - Achim Grelle
- Department of Ecology, Swedish University of Agricultural Sciences, Uppsala, Sweden
| | | | - Lucia Hederová
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
| | - Kristoffer Hylander
- Department of Ecology, Environment and Plant Sciences and Bolin Centre for Climate Research, Stockholm University, Stockholm, Sweden
| | - Jürgen Kreyling
- Experimental Plant Ecology, Institute of Botany and Landscape Ecology, University of Greifswald, Greifswald, Germany
| | - Bart Kruijt
- Wageningen University and Research, Wageningen, The Netherlands
| | - Martin Macek
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
| | - František Máliš
- Faculty of Forestry, Technical University in Zvolen, Zvolen, Slovakia
| | - Matěj Man
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
| | - Giovanni Manca
- European Commission, Joint Research Centre (JRC), Ispra, Italy
| | - Radim Matula
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Prague, Czech Republic
| | - Camille Meeussen
- Forest & Nature Lab, Department of Environment, Ghent University, Melle-Gontrode, Belgium
| | - Sonia Merinero
- Department of Ecology, Environment and Plant Sciences and Bolin Centre for Climate Research, Stockholm University, Stockholm, Sweden
- Department of Plant Biology and Ecology, University of Seville, Seville, Spain
| | | | - Leonardo Montagnani
- Forest Services, Bolzano, Italy
- Faculty of Science and Technology, Free University of Bolzano, Bolzano, Italy
| | - Lena Muffler
- Plant Ecology, Albrecht-von-Haller-Institute for Plant Science, Georg-August University of Goettingen, Goettingen, Germany
| | - Romà Ogaya
- CSIC, Global Ecology Unit CREAF-CSIC-UAB, Catalonia, Spain
| | - Josep Penuelas
- CSIC, Global Ecology Unit CREAF-CSIC-UAB, Catalonia, Spain
- CREAF, Catalonia, Spain
| | - Roman Plichta
- Department of Forest Botany, Dendrology and Geobiocoenology, Mendel University in Brno, Brno, Czech Republic
| | | | - Jonas Schmeddes
- Experimental Plant Ecology, Institute of Botany and Landscape Ecology, University of Greifswald, Greifswald, Germany
| | - Ankit Shekhar
- Department of Environmental Systems Science, ETH Zurich, Zurich, Switzerland
| | - Fabien Spicher
- UMR CNRS 7058 'Ecologie et Dynamique des Systèmes Anthropisés' (EDYSAN), Université de Picardie Jules Verne, Amiens, France
| | - Mariana Ujházyová
- Faculty of Ecology and Environmental Sciences, Technical University in Zvolen, Zvolen, Slovakia
| | - Pieter Vangansbeke
- Forest & Nature Lab, Department of Environment, Ghent University, Melle-Gontrode, Belgium
| | - Robert Weigel
- Plant Ecology, Albrecht-von-Haller-Institute for Plant Science, Georg-August University of Goettingen, Goettingen, Germany
| | - Jan Wild
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
| | - Florian Zellweger
- Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland
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6
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Pastorello G, Trotta C, Canfora E, Chu H, Christianson D, Cheah YW, Poindexter C, Chen J, Elbashandy A, Humphrey M, Isaac P, Polidori D, Reichstein M, Ribeca A, van Ingen C, Vuichard N, Zhang L, Amiro B, Ammann C, Arain MA, Ardö J, Arkebauer T, Arndt SK, Arriga N, Aubinet M, Aurela M, Baldocchi D, Barr A, Beamesderfer E, Marchesini LB, Bergeron O, Beringer J, Bernhofer C, Berveiller D, Billesbach D, Black TA, Blanken PD, Bohrer G, Boike J, Bolstad PV, Bonal D, Bonnefond JM, Bowling DR, Bracho R, Brodeur J, Brümmer C, Buchmann N, Burban B, Burns SP, Buysse P, Cale P, Cavagna M, Cellier P, Chen S, Chini I, Christensen TR, Cleverly J, Collalti A, Consalvo C, Cook BD, Cook D, Coursolle C, Cremonese E, Curtis PS, D'Andrea E, da Rocha H, Dai X, Davis KJ, De Cinti B, de Grandcourt A, De Ligne A, De Oliveira RC, Delpierre N, Desai AR, Di Bella CM, di Tommasi P, Dolman H, Domingo F, Dong G, Dore S, Duce P, Dufrêne E, Dunn A, Dušek J, Eamus D, Eichelmann U, ElKhidir HAM, Eugster W, Ewenz CM, Ewers B, Famulari D, Fares S, Feigenwinter I, Feitz A, Fensholt R, Filippa G, Fischer M, Frank J, Galvagno M, Gharun M, Gianelle D, Gielen B, Gioli B, Gitelson A, Goded I, Goeckede M, Goldstein AH, Gough CM, Goulden ML, Graf A, Griebel A, Gruening C, Grünwald T, Hammerle A, Han S, Han X, Hansen BU, Hanson C, Hatakka J, He Y, Hehn M, Heinesch B, Hinko-Najera N, Hörtnagl L, Hutley L, Ibrom A, Ikawa H, Jackowicz-Korczynski M, Janouš D, Jans W, Jassal R, Jiang S, Kato T, Khomik M, Klatt J, Knohl A, Knox S, Kobayashi H, Koerber G, Kolle O, Kosugi Y, Kotani A, Kowalski A, Kruijt B, Kurbatova J, Kutsch WL, Kwon H, Launiainen S, Laurila T, Law B, Leuning R, Li Y, Liddell M, Limousin JM, Lion M, Liska AJ, Lohila A, López-Ballesteros A, López-Blanco E, Loubet B, Loustau D, Lucas-Moffat A, Lüers J, Ma S, Macfarlane C, Magliulo V, Maier R, Mammarella I, Manca G, Marcolla B, Margolis HA, Marras S, Massman W, Mastepanov M, Matamala R, Matthes JH, Mazzenga F, McCaughey H, McHugh I, McMillan AMS, Merbold L, Meyer W, Meyers T, Miller SD, Minerbi S, Moderow U, Monson RK, Montagnani L, Moore CE, Moors E, Moreaux V, Moureaux C, Munger JW, Nakai T, Neirynck J, Nesic Z, Nicolini G, Noormets A, Northwood M, Nosetto M, Nouvellon Y, Novick K, Oechel W, Olesen JE, Ourcival JM, Papuga SA, Parmentier FJ, Paul-Limoges E, Pavelka M, Peichl M, Pendall E, Phillips RP, Pilegaard K, Pirk N, Posse G, Powell T, Prasse H, Prober SM, Rambal S, Rannik Ü, Raz-Yaseef N, Rebmann C, Reed D, de Dios VR, Restrepo-Coupe N, Reverter BR, Roland M, Sabbatini S, Sachs T, Saleska SR, Sánchez-Cañete EP, Sanchez-Mejia ZM, Schmid HP, Schmidt M, Schneider K, Schrader F, Schroder I, Scott RL, Sedlák P, Serrano-Ortíz P, Shao C, Shi P, Shironya I, Siebicke L, Šigut L, Silberstein R, Sirca C, Spano D, Steinbrecher R, Stevens RM, Sturtevant C, Suyker A, Tagesson T, Takanashi S, Tang Y, Tapper N, Thom J, Tomassucci M, Tuovinen JP, Urbanski S, Valentini R, van der Molen M, van Gorsel E, van Huissteden K, Varlagin A, Verfaillie J, Vesala T, Vincke C, Vitale D, Vygodskaya N, Walker JP, Walter-Shea E, Wang H, Weber R, Westermann S, Wille C, Wofsy S, Wohlfahrt G, Wolf S, Woodgate W, Li Y, Zampedri R, Zhang J, Zhou G, Zona D, Agarwal D, Biraud S, Torn M, Papale D. Author Correction: The FLUXNET2015 dataset and the ONEFlux processing pipeline for eddy covariance data. Sci Data 2021; 8:72. [PMID: 33633116 PMCID: PMC7907353 DOI: 10.1038/s41597-021-00851-9] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Affiliation(s)
- Gilberto Pastorello
- Computational Research Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA.
| | - Carlo Trotta
- DIBAF, University of Tuscia, Viterbo, 01100, Italy
| | - Eleonora Canfora
- DIBAF, University of Tuscia, Viterbo, 01100, Italy.,Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy
| | - Housen Chu
- Climate & Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Danielle Christianson
- Computational Research Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - You-Wei Cheah
- Computational Research Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Cristina Poindexter
- Department of Civil Engineering, California State University, Sacramento, CA, 95819, USA
| | - Jiquan Chen
- Department of Geography, Environment, and Spatial Sciences, Michigan State University, East Lansing, MI, 48823, USA
| | - Abdelrahman Elbashandy
- Computational Research Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Marty Humphrey
- Department of Computer Science, University of Virginia, Charlottesville, VA, 22904, USA
| | - Peter Isaac
- TERN Ecosystem Processes, Menzies Creek, VIC3159, Australia
| | - Diego Polidori
- DIBAF, University of Tuscia, Viterbo, 01100, Italy.,Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy
| | | | - Alessio Ribeca
- DIBAF, University of Tuscia, Viterbo, 01100, Italy.,Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy
| | - Catharine van Ingen
- Computational Research Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Nicolas Vuichard
- Laboratoire des Sciences du Climat et de l'Environnement (LSCE), CEA CNRS, UVSQ UPSACLAY, Gif sur Yvette, 91190, France
| | - Leiming Zhang
- Key Laboratory of Ecosystem Network Observation and Modeling, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China
| | - Brian Amiro
- Department of Soil Science, University of Manitoba, Winnipeg, MB, R3T2N2, Canada
| | - Christof Ammann
- Department of Agroecology and Environment, Agroscope Research Institute, Zürich, 8046, Switzerland
| | - M Altaf Arain
- School of Geography and Earth Sciences, McMaster University, L8S4K1, Hamilton, ON, Canada
| | - Jonas Ardö
- Department of Physical Geography and Ecosystem Science, Lund University, Lund, 22362, Sweden
| | - Timothy Arkebauer
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA
| | - Stefan K Arndt
- School of Ecosystem and Forest Sciences, The University of Melbourne, Richmond, VIC3121, Australia
| | - Nicola Arriga
- Department of Biology, Research Group PLECO, University of Antwerp, Antwerp, 2610, Belgium.,Joint Research Centre, European Commission, Ispra, 21027, Italy
| | - Marc Aubinet
- TERRA Teaching and Research Center, University of Liege, Gembloux, B-5030, Belgium
| | - Mika Aurela
- Finnish Meteorological Institute, Helsinki, 00560, Finland
| | - Dennis Baldocchi
- ESPM, University of California Berkeley, Berkeley, CA, 94720, USA
| | - Alan Barr
- Global Institute for Water Security, University of Saskatchewan, Saskatoon, SK, S7N3H5, Canada.,Climate Research Division, Environment and Climate Change Canada, Saskatoon, SK, S7N3H5, Canada
| | - Eric Beamesderfer
- School of Geography and Earth Sciences, McMaster University, L8S4K1, Hamilton, ON, Canada
| | - Luca Belelli Marchesini
- Department of Sustainable Agro-ecosystems and Bioresources, Research and Innovation Centre, Fondazione Edmund Mach, San Michele All'adige, 38010, Italy.,Department of Landscape Design and Sustainable Ecosystems, Agrarian-Technological Institute, RUDN University, Moscow, 117198, Russia
| | - Onil Bergeron
- Direction du marché du carbone, Ministère du Développement durable de l'Environnement et de la Lutte contre les changements climatiques, Québec, QC, G1R5V7, Canada
| | - Jason Beringer
- School of Agriculture and Environment, University of Western Australia, Crawley, 6009, Australia
| | - Christian Bernhofer
- Institute of Hydrology and Meteorology, Technische Universität Dresden, Tharandt, 01737, Germany
| | - Daniel Berveiller
- Université Paris-Saclay, CNRS, AgroParisTech, Ecologie Systématique et Evolution, Orsay, 91405, France
| | - Dave Billesbach
- Biological Systems Engineering, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA
| | - Thomas Andrew Black
- Faculty of Land and Food Systems, University of British Columbia, Vancouver, BC, V6T1Z4, Canada
| | - Peter D Blanken
- Department of Geography, University of Colorado, Boulder, CO, 80309, USA
| | - Gil Bohrer
- Department of Civil, Environmental & Geodetic Engineering, Ohio State University, Columbus, OH, 43210, USA
| | - Julia Boike
- Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research, Potsdam, 14482, Germany.,Geography Department, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Paul V Bolstad
- Forest Resources, University of Minnesota, St Paul, MN, 55108, USA
| | - Damien Bonal
- Université de Lorraine, AgroParisTech, INRAE, UMR Silva, Nancy, 54000, France
| | | | - David R Bowling
- School of Biological Sciences, University of Utah, Salt Lake City, UT, 84112, USA
| | - Rosvel Bracho
- School of Forest Resources and Conservation, University of Florida, Gainesville, FL, 32611, USA
| | - Jason Brodeur
- McMaster University Library, McMaster University, Hamilton, ON, L8S4L6, Canada
| | - Christian Brümmer
- Thünen Institute of Climate-Smart Agriculture, Federal Research Institute of Rural Areas, Forestry and Fisheries, Braunschweig, 38116, Germany
| | - Nina Buchmann
- Department of Environmental Systems Science, ETH Zurich, Zurich, 8092, Switzerland
| | | | - Sean P Burns
- Department of Geography, University of Colorado, Boulder, CO, 80309, USA.,Mesoscale and Microscale Meteorology Laboratory, National Center for Atmospheric Research, Boulder, CO, 80301, USA
| | - Pauline Buysse
- Université Paris-Saclay, INRAE, AgroParisTech, UMR ECOSYS, Thiverval-Grignon, 78850, France
| | - Peter Cale
- Australian Landscape Trust, Renmark, SA5341, Australia
| | - Mauro Cavagna
- Department of Sustainable Agro-ecosystems and Bioresources, Research and Innovation Centre, Fondazione Edmund Mach, San Michele All'adige, 38010, Italy
| | - Pierre Cellier
- Université Paris-Saclay, INRAE, AgroParisTech, UMR ECOSYS, Thiverval-Grignon, 78850, France
| | - Shiping Chen
- State Key Laboratory of Vegetation and Environmental Change, Institute of Botany, Chinese Academy of Sciences, Beijing, 100093, China
| | - Isaac Chini
- Department of Sustainable Agro-ecosystems and Bioresources, Research and Innovation Centre, Fondazione Edmund Mach, San Michele All'adige, 38010, Italy
| | - Torben R Christensen
- Department of Bioscience, Arctic Research Center, Aarhus University, Roskilde, 4000, Denmark
| | - James Cleverly
- School of Life Sciences, University of Technology Sydney, Sydney, 2007, Australia.,Terrestrial Ecosystem Research Network TERN, University of Technology, Sydney, 2007, Australia
| | - Alessio Collalti
- DIBAF, University of Tuscia, Viterbo, 01100, Italy.,Institute for Agricultural and Forestry Systems in the Mediterranean, National Research Council of Italy, Ercolano, 80056, Italy
| | - Claudia Consalvo
- DIBAF, University of Tuscia, Viterbo, 01100, Italy.,Research Institute on Terrestrial Ecosystems, National Research Council of Italy, Porano, 05010, Italy
| | - Bruce D Cook
- Biospheric Sciences Laboratory, NASA Goddard Space Flight Center, Greenbelt, MD, 20771, USA
| | - David Cook
- Environmental Science Division, Argonne National Laboratory, Lemont, IL, 60439, USA
| | - Carole Coursolle
- Canadian Forest Service, Natural Resources Canada, Québec, QC, G1V4C7, Canada.,Centre d'étude de la forêt, Faculté de foresterie, de géographie et de géomatique, Université Laval, Québec, QC, G1V0A6, Canada
| | - Edoardo Cremonese
- Climate Change Unit, Environmental Protection Agency of Aosta Valley, Saint Christophe, 11020, Italy
| | - Peter S Curtis
- Department of Evolution, Ecology, and Organismal Biology, Ohio State University, Columbus, OH, 43210, USA
| | - Ettore D'Andrea
- Institute for Agricultural and Forestry Systems in the Mediterranean, National Research Council of Italy, Ercolano, 80056, Italy
| | - Humberto da Rocha
- Instituto de Astronomia, Geofísica e Ciências Atmosféricas, Universidade de São Paulo, São Paulo, SP, 01000-000, Brazil
| | - Xiaoqin Dai
- Key Laboratory of Ecosystem Network Observation and Modeling, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China
| | - Kenneth J Davis
- Department of Meteorology and Atmospheric Science, The Pennsylvania State University, University Park, PA, 16802, USA
| | - Bruno De Cinti
- Institute of Research on Terrestrial Ecosystems, National Research Council of Italy, Montelibretti, 00010, Italy
| | | | - Anne De Ligne
- TERRA Teaching and Research Center, University of Liege, Gembloux, B-5030, Belgium
| | | | - Nicolas Delpierre
- Université Paris-Saclay, CNRS, AgroParisTech, Ecologie Systématique et Evolution, Orsay, 91405, France
| | - Ankur R Desai
- Atmospheric and Oceanic Sciences, University of Wisconsin-Madison, Madison, WI, 53706, USA
| | - Carlos Marcelo Di Bella
- Departamento de Métodos Cuantitativos y Sistemas de Información, Facultad de Agronomía, UBA, Buenos Aires, 1417, Argentina
| | - Paul di Tommasi
- Institute for Agricultural and Forestry Systems in the Mediterranean, National Research Council of Italy, Ercolano, 80056, Italy
| | - Han Dolman
- Department of Earth Sciences, Vrije Universiteit Amsterdam, Amsterdam, 1081 HV, The Netherlands
| | - Francisco Domingo
- Desertification and Geoecology Department, Experimental Station of Arid Zones, CSIC, Almería, 04120, Spain
| | - Gang Dong
- School of Life Science, Shanxi University, Taiyuan, 030006, China
| | | | - Pierpaolo Duce
- Institute of BioEconomy, National Research Council of Italy, Sassari, 07100, Italy
| | - Eric Dufrêne
- Université Paris-Saclay, CNRS, AgroParisTech, Ecologie Systématique et Evolution, Orsay, 91405, France
| | - Allison Dunn
- Department of Earth, Environment, and Physics, Worcester State University, Worcester, MA, 01602, USA
| | - Jiří Dušek
- Department of Matter and Energy Fluxes, Global Change Research Institute of the Czech Academy of Sciences, Brno, 60300, Czech Republic
| | - Derek Eamus
- School of Life Sciences, University of Technology Sydney, Sydney, 2007, Australia
| | - Uwe Eichelmann
- Institute of Hydrology and Meteorology, Technische Universität Dresden, Tharandt, 01737, Germany
| | | | - Werner Eugster
- Department of Environmental Systems Science, ETH Zurich, Zurich, 8092, Switzerland
| | - Cacilia M Ewenz
- Airborne Research Australia, TERN Ecosystem Processes Central Node, Parafield, 5106, Australia
| | - Brent Ewers
- Department of Botany, Program in Ecology, University of Wyoming, 1000 E. Univ. Ave, Laramie, WY, 82071, USA
| | - Daniela Famulari
- Institute for Agricultural and Forestry Systems in the Mediterranean, National Research Council of Italy, Ercolano, 80056, Italy
| | - Silvano Fares
- Institute of BioEconomy, National Research Council of Italy, Rome, 00100, Italy.,Research Centre for Forestry and Wood, Council for Agricultural Research and Economics, Rome, 00166, Italy
| | - Iris Feigenwinter
- Department of Environmental Systems Science, ETH Zurich, Zurich, 8092, Switzerland
| | | | - Rasmus Fensholt
- Department of Geosciences and Natural Resource Management, University of Copenhagen, Copenhagen, 1350, Denmark
| | - Gianluca Filippa
- Climate Change Unit, Environmental Protection Agency of Aosta Valley, Saint Christophe, 11020, Italy
| | - Marc Fischer
- Energy Analysis & Environmental Impacts Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - John Frank
- USDA Forest Service, Rocky Mountain Research Station, Fort Collins, CO, 80526, USA
| | - Marta Galvagno
- Climate Change Unit, Environmental Protection Agency of Aosta Valley, Saint Christophe, 11020, Italy
| | - Mana Gharun
- Department of Environmental Systems Science, ETH Zurich, Zurich, 8092, Switzerland
| | - Damiano Gianelle
- Department of Sustainable Agro-ecosystems and Bioresources, Research and Innovation Centre, Fondazione Edmund Mach, San Michele All'adige, 38010, Italy
| | - Bert Gielen
- Department of Biology, Research Group PLECO, University of Antwerp, Antwerp, 2610, Belgium
| | - Beniamino Gioli
- Institute of BioEconomy, National Research Council of Italy, Firenze, 50145, Italy
| | - Anatoly Gitelson
- School of Natural Resources, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA
| | - Ignacio Goded
- Joint Research Centre, European Commission, Ispra, 21027, Italy
| | | | | | - Christopher M Gough
- Department of Biology, Virginia Commonwealth University, Richmond, VA, 23284, USA
| | - Michael L Goulden
- Department of Earth System Science, University of California, Irvine, CA, 92697, USA
| | - Alexander Graf
- Agrosphere (IBG3), Forschungszentrum Jülich, Jülich, 52428, Germany
| | - Anne Griebel
- School of Ecosystem and Forest Sciences, The University of Melbourne, Richmond, VIC3121, Australia
| | | | - Thomas Grünwald
- Institute of Hydrology and Meteorology, Technische Universität Dresden, Tharandt, 01737, Germany
| | - Albin Hammerle
- Department of Ecology, University of Innsbruck, Innsbruck, 6020, Austria
| | - Shijie Han
- International Joint Research Laboratory for Global Change Ecology, School of Life Sciences, Henan University, Kaifeng, 450000, China.,Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang, 110016, China
| | - Xingguo Han
- State Key Laboratory of Vegetation and Environmental Change, Institute of Botany, Chinese Academy of Sciences, Beijing, 100093, China
| | - Birger Ulf Hansen
- Department of Geosciences and Natural Resource Management, University of Copenhagen, Copenhagen, 1350, Denmark
| | - Chad Hanson
- Department of Forest Ecosystems and Society, Oregon State University, Corvallis, OR, 97333, USA
| | - Juha Hatakka
- Finnish Meteorological Institute, Helsinki, 00560, Finland
| | - Yongtao He
- Key Laboratory of Ecosystem Network Observation and Modeling, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China.,College of Resources and Environment, University of Chinese Academy of Sciences, Beijing, 100190, China
| | - Markus Hehn
- Institute of Hydrology and Meteorology, Technische Universität Dresden, Tharandt, 01737, Germany
| | - Bernard Heinesch
- TERRA Teaching and Research Center, University of Liege, Gembloux, B-5030, Belgium
| | - Nina Hinko-Najera
- School of Ecosystem and Forest Sciences, The University of Melbourne, Creswick, VIC3363, Australia
| | - Lukas Hörtnagl
- Department of Environmental Systems Science, ETH Zurich, Zurich, 8092, Switzerland
| | - Lindsay Hutley
- Research Institute for the Environment and Livelihoods, Charles Darwin University, Darwin, 0909, Australia
| | - Andreas Ibrom
- Department of Environmental Engineering, Technical University of Denmark (DTU), Kongens Lyngby, 2800, Denmark
| | - Hiroki Ikawa
- Institute for Agro-Environmental Sciences, National Agriculture and Food Research Organization, Tsukuba, 305-8604, Japan
| | - Marcin Jackowicz-Korczynski
- Department of Physical Geography and Ecosystem Science, Lund University, Lund, 22362, Sweden.,Department of Bioscience, Arctic Research Center, Aarhus University, Roskilde, 4000, Denmark
| | - Dalibor Janouš
- Department of Matter and Energy Fluxes, Global Change Research Institute of the Czech Academy of Sciences, Brno, 60300, Czech Republic
| | - Wilma Jans
- Wageningen Environmental Research, Wageningen University and Research, Wageningen, 6708PB, The Netherlands
| | - Rachhpal Jassal
- Faculty of Land and Food Systems, University of British Columbia, Vancouver, BC, V6T1Z4, Canada
| | - Shicheng Jiang
- Key Laboratory of Vegetation Ecology, Ministry of Education, Northeast Normal University, Changchun, 130024, China
| | - Tomomichi Kato
- Research Faculty of Agriculture, Hokkaido University, Sapporo, 060-8589, Japan.,GI-Core, Hokkaido University, Sapporo, 060-0808, Japan
| | - Myroslava Khomik
- School of Geography and Earth Sciences, McMaster University, L8S4K1, Hamilton, ON, Canada.,Geography and Environmental Management, Waterloo, ON, N2L3G1, Canada
| | - Janina Klatt
- Institute of Meteorology and Climate Research, Karlsruhe Institute of Technology, Garmisch-Partenkirchen, 82467, Germany
| | - Alexander Knohl
- Bioclimatology, University of Goettingen, Goettingen, 37077, Germany.,Centre of Biodiversity and Sustainable Land Use (CBL), University of Goettingen, Goettingen, 37077, Germany
| | - Sara Knox
- Department of Geography, The University of British Columbia, Vancouver, BC, V6T1Z2, Canada
| | - Hideki Kobayashi
- Research Institute for Global Change, Institute of Arctic Climate and Environment Research, Japan Agency for Marine-Earth Science and Technology, Yokoama, 236-0001, Japan
| | - Georgia Koerber
- Biological Sciences, University of Adelaide, Adelaide, SA5064, Australia
| | - Olaf Kolle
- Max Planck Institute for Biogeochemistry, Jena, 03641, Germany
| | - Yoshiko Kosugi
- Graduate School of Agriculture, Kyoto University, Kyoto, 606-8502, Japan
| | - Ayumi Kotani
- Graduate School of Bioagricultural Sciences, Nagoya University, Nagoya, 4648601, Japan
| | - Andrew Kowalski
- Department of Applied Physics, University of Granada, Granada, 18071, Spain
| | - Bart Kruijt
- Water systems and Global Change group, Wageningen University, Wageningen, 6500, The Netherlands
| | - Julia Kurbatova
- A.N. Severtsov Institute of Ecology and Evolution, Russian Academy of Sciences, Moscow, 119071, Russia
| | - Werner L Kutsch
- Head Office, Integrated Carbon Observation System (ICOS ERIC), Helsinki, 00560, Finland
| | - Hyojung Kwon
- Department of Forest Ecosystems and Society, Oregon State University, Corvallis, OR, 97333, USA
| | | | - Tuomas Laurila
- Finnish Meteorological Institute, Helsinki, 00560, Finland
| | - Bev Law
- Department of Forest Ecosystems and Society, Oregon State University, Corvallis, OR, 97333, USA
| | | | - Yingnian Li
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, 810008, China
| | - Michael Liddell
- Centre for Tropical Environmental Sustainability Studies, James Cook University, Cairns, 4878, Australia
| | | | - Marryanna Lion
- Forestry and Environment Division, Forest Research Institute Malaysia (FRIM), Kepong, 52109, Malaysia
| | - Adam J Liska
- Biological Systems Engineering, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA
| | - Annalea Lohila
- Finnish Meteorological Institute, Helsinki, 00560, Finland.,Institute for Atmosphere and Earth System Research/Physics, University of Helsinki, Helsinki, 00560, Finland
| | - Ana López-Ballesteros
- Department of Botany, School of Natural Sciences, Trinity College Dublin, Dublin, D02PN40, Ireland
| | - Efrén López-Blanco
- Department of Bioscience, Arctic Research Center, Aarhus University, Roskilde, 4000, Denmark
| | - Benjamin Loubet
- Université Paris-Saclay, INRAE, AgroParisTech, UMR ECOSYS, Thiverval-Grignon, 78850, France
| | - Denis Loustau
- ISPA, Bordeaux Sciences Agro, INRAE, Villenave d'Ornon, 33140, France
| | - Antje Lucas-Moffat
- Thünen Institute of Climate-Smart Agriculture, Federal Research Institute of Rural Areas, Forestry and Fisheries, Braunschweig, 38116, Germany.,German Meteorological Service (DWD), Centre for Agrometeorological Research, Braunschweig, 38116, Germany
| | - Johannes Lüers
- Micrometeorology, University of Bayreuth, Bayreuth, 95440, Germany.,Bayreuth Center of Ecology and Environmental Research, 95448, Bayreuth, Germany
| | - Siyan Ma
- ESPM, University of California Berkeley, Berkeley, CA, 94720, USA
| | | | - Vincenzo Magliulo
- Institute for Agricultural and Forestry Systems in the Mediterranean, National Research Council of Italy, Ercolano, 80056, Italy
| | - Regine Maier
- Department of Environmental Systems Science, ETH Zurich, Zurich, 8092, Switzerland
| | - Ivan Mammarella
- Institute for Atmosphere and Earth System Research/Physics, University of Helsinki, Helsinki, 00560, Finland
| | - Giovanni Manca
- Joint Research Centre, European Commission, Ispra, 21027, Italy
| | - Barbara Marcolla
- Department of Sustainable Agro-ecosystems and Bioresources, Research and Innovation Centre, Fondazione Edmund Mach, San Michele All'adige, 38010, Italy
| | - Hank A Margolis
- Centre d'étude de la forêt, Faculté de foresterie, de géographie et de géomatique, Université Laval, Québec, QC, G1V0A6, Canada
| | - Serena Marras
- Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy.,Department of Agriculture, University of Sassari, Sassari, 07100, Italy
| | - William Massman
- USDA Forest Service, Rocky Mountain Research Station, Fort Collins, CO, 80526, USA
| | - Mikhail Mastepanov
- Department of Bioscience, Arctic Research Center, Aarhus University, Roskilde, 4000, Denmark.,Oulanka research station, University of Oulu, Kuusamo, 93900, Finland
| | - Roser Matamala
- Environmental Science Division, Argonne National Laboratory, Lemont, IL, 60439, USA
| | | | - Francesco Mazzenga
- Research Institute on Terrestrial Ecosystems, National Research Council of Italy, Monterotondo Scalo, 00015, Italy
| | - Harry McCaughey
- Department of Geography and Planning, Queen's University, Kingston, ON, K7L3N6, Canada
| | - Ian McHugh
- School of Ecosystem and Forest Sciences, The University of Melbourne, Richmond, VIC3121, Australia
| | - Andrew M S McMillan
- Environmental Analytics NZ, Ltd. Raumati South, Paraparaumu, 5032, New Zealand
| | - Lutz Merbold
- Mazingira Centre, International Livestock Research Institute (ILRI), Nairobi, 00100, Kenya
| | - Wayne Meyer
- Biological Sciences, University of Adelaide, Adelaide, SA5064, Australia
| | - Tilden Meyers
- NOAA/OAR/Air Resources Laboratory, 325 Broadway, Boulder, CO, 80303, USA
| | - Scott D Miller
- Atmospheric Sciences Research Center, State University of New York at Albany, Albany, NY, 12203, USA
| | | | - Uta Moderow
- Institute of Hydrology and Meteorology, Technische Universität Dresden, Tharandt, 01737, Germany
| | - Russell K Monson
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ, 85721, USA
| | - Leonardo Montagnani
- Forest Department of South Tyrol, Bolzano, 39100, Italy.,Faculty of Science and Technology, Free University of Bolzano, Bolzano, 39100, Italy
| | - Caitlin E Moore
- Department of Plant Biology, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - Eddy Moors
- IHE Delft, Delft, 2611, The Netherlands.,Faculty of Science, VU Amsterdam, Amsterdam, 1081, The Netherlands
| | - Virginie Moreaux
- ISPA, Bordeaux Sciences Agro, INRAE, Villenave d'Ornon, 33140, France.,University Grenoble Alpes, IRD, CNRS, IGE, Grenoble, 38000, France
| | - Christine Moureaux
- TERRA Teaching and Research Center, University of Liege, Gembloux, B-5030, Belgium
| | - J William Munger
- School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, 02138, USA.,Department of Earth and Planetary Sciences, Harvard University, Cambridge, MA, 02138, USA
| | - Taro Nakai
- School of Forestry and Resource Conservation, National Taiwan University, Taipei, 0617, Taiwan.,International Arctic Research Center, University of Alaska Fairbanks, Fairbanks, AK, 99775, USA
| | - Johan Neirynck
- Environment and Climate, Research Institute for Nature and Forest, Geraardsbergen, 9500, Belgium
| | - Zoran Nesic
- Faculty of Land and Food Systems, University of British Columbia, Vancouver, BC, V6T1Z4, Canada
| | - Giacomo Nicolini
- DIBAF, University of Tuscia, Viterbo, 01100, Italy.,Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy
| | - Asko Noormets
- Department of Ecosystem Science and Management, Texas A&M University, College Station, TX, 77843, USA
| | - Matthew Northwood
- Research Institute for the Environment and Livelihoods, Charles Darwin University, Casuarina, 0810, Australia
| | - Marcelo Nosetto
- Grupo de Estudios Ambientales, Instituto de Matemática Aplicada San Luis (UNSL & CONICET), San Luis, D5700HHW, Argentina.,Facultad de Ciencias Agropecuarias (UNER), Oro Verde, 3100, Argentina
| | - Yann Nouvellon
- UMR Eco&Sols, CIRAD, Montpellier, 34060, France.,Eco&Sols, Univ Montpellier-CIRAD-INRA-IRD-Montpellier SupAgro, Montpellier, 34060, France
| | - Kimberly Novick
- O'Neill School of Public and Environmental Affairs, Indiana University Bloomington, Bloomington, IN, 47405, USA
| | - Walter Oechel
- Global Change Research Group, Dept. Biology, San Diego State University, San Diego, CA, 92182, USA.,Department of Geography, College of Life and Environmental Sciences, University of Exeter, Exeter, EX44RJ, United Kingdom
| | - Jørgen Eivind Olesen
- Department of Agroecology, Aarhus University, Tjele, 8830, Denmark.,iCLIMATE, Aarhus University, Tjele, 8830, Denmark
| | | | - Shirley A Papuga
- Department of Geology, Wayne State University, Detroit, MI, 48202, USA
| | - Frans-Jan Parmentier
- Department of Physical Geography and Ecosystem Science, Lund University, Lund, 22362, Sweden.,Department of Geosciences, University of Oslo, Oslo, 0315, Norway
| | | | - Marian Pavelka
- Department of Matter and Energy Fluxes, Global Change Research Institute of the Czech Academy of Sciences, Brno, 60300, Czech Republic
| | - Matthias Peichl
- Department of Forest Ecology and Management, Swedish University of Agricultural Sciences, Umeå, 90183, Sweden
| | - Elise Pendall
- Hawkesbury Institute for the Environment, Western Sydney University, Penrith, 2751, Australia
| | - Richard P Phillips
- Department of Biology, Indiana University Bloomington, Bloomington, IN, 47401, USA
| | - Kim Pilegaard
- Department of Environmental Engineering, Technical University of Denmark (DTU), Kongens Lyngby, 2800, Denmark
| | - Norbert Pirk
- Department of Physical Geography and Ecosystem Science, Lund University, Lund, 22362, Sweden.,CSIRO Land and Water, Wembley, 6913, Australia
| | - Gabriela Posse
- Instituto de Clima y Agua, Instituto Nacional de Tecnologia Agropecuaria (INTA), Buenos Aires, 1686, Argentina
| | - Thomas Powell
- Climate & Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Heiko Prasse
- Institute of Hydrology and Meteorology, Technische Universität Dresden, Tharandt, 01737, Germany
| | | | - Serge Rambal
- CEFE, CNRS, Univ Montpellier, Montpellier, 34293, France
| | - Üllar Rannik
- Institute for Atmosphere and Earth System Research/Physics, University of Helsinki, Helsinki, 00560, Finland
| | - Naama Raz-Yaseef
- Climate & Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Corinna Rebmann
- Department Computational Hydrosystems, Helmholtz Centre for Environmental Research UFZ, Leipzig, 04318, Germany
| | - David Reed
- Center for Global Change & Earth Observations, Michigan State University, East Lansing, MI, 48823, USA
| | - Victor Resco de Dios
- Hawkesbury Institute for the Environment, Western Sydney University, Penrith, 2751, Australia.,School of Life Science and Engineering, Southwest University of Science and Technology, Mianyang, 621010, China
| | - Natalia Restrepo-Coupe
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ, 85721, USA
| | - Borja R Reverter
- Departamento de Química e Física, Universidade Federal da Paraiba, Areia, PB, 58397-000, Brazil
| | - Marilyn Roland
- Department of Biology, Research Group PLECO, University of Antwerp, Antwerp, 2610, Belgium
| | | | - Torsten Sachs
- Remote Sensing and Geoinformatics, GFZ German Research Centre for Geosciences, Potsdam, 14473, Germany
| | - Scott R Saleska
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ, 85721, USA
| | - Enrique P Sánchez-Cañete
- Department of Applied Physics, University of Granada, Granada, 18071, Spain.,Andalusian Institute for Earth System Research (CEAMA-IISTA), Granada, 18006, Spain
| | - Zulia M Sanchez-Mejia
- Ciencias del Agua y Medioambiente, Instituto Tecnológico de Sonora, Ciudad Obregón, 85000, Mexico
| | - Hans Peter Schmid
- Institute of Meteorology and Climate Research, Karlsruhe Institute of Technology, Garmisch-Partenkirchen, 82467, Germany
| | - Marius Schmidt
- Agrosphere (IBG3), Forschungszentrum Jülich, Jülich, 52428, Germany
| | - Karl Schneider
- Geographical Institute, University of Cologne, Cologne, 50923, Germany
| | - Frederik Schrader
- Thünen Institute of Climate-Smart Agriculture, Federal Research Institute of Rural Areas, Forestry and Fisheries, Braunschweig, 38116, Germany
| | - Ivan Schroder
- Department of Industry, Innovation and Science, Geoscience Australia, Canberra, 2609, Australia
| | - Russell L Scott
- Southwest Watershed Research Center, USDA-ARS, Tucson, AZ, 85719, USA
| | - Pavel Sedlák
- Department of Matter and Energy Fluxes, Global Change Research Institute of the Czech Academy of Sciences, Brno, 60300, Czech Republic.,Institute of Atmospheric Physics of the Czech Academy of Sciences, Prague, 14100, Czech Republic
| | - Penélope Serrano-Ortíz
- Andalusian Institute for Earth System Research (CEAMA-IISTA), Granada, 18006, Spain.,Department of Ecology, University of Granada, Granada, 18071, Spain
| | - Changliang Shao
- National Hulunber Grassland Ecosystem Observation and Research Station & Institute of Agricultural Resources and Regional Planning, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
| | - Peili Shi
- Key Laboratory of Ecosystem Network Observation and Modeling, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China
| | - Ivan Shironya
- A.N. Severtsov Institute of Ecology and Evolution, Russian Academy of Sciences, Moscow, 119071, Russia
| | - Lukas Siebicke
- Bioclimatology, University of Goettingen, Goettingen, 37077, Germany
| | - Ladislav Šigut
- Department of Matter and Energy Fluxes, Global Change Research Institute of the Czech Academy of Sciences, Brno, 60300, Czech Republic
| | - Richard Silberstein
- School of Agriculture and Environment, University of Western Australia, Crawley, 6009, Australia.,School of Science, Edith Cowan University, Joondalup, 6027, Australia
| | - Costantino Sirca
- Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy.,Department of Agriculture, University of Sassari, Sassari, 07100, Italy
| | - Donatella Spano
- Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy.,Department of Agriculture, University of Sassari, Sassari, 07100, Italy
| | - Rainer Steinbrecher
- Institute of Meteorology and Climate Research, Karlsruhe Institute of Technology, Garmisch-Partenkirchen, 82467, Germany
| | | | - Cove Sturtevant
- National Ecological Observatory Network Program, Boulder, CO, 80301, USA
| | - Andy Suyker
- School of Natural Resources, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA
| | - Torbern Tagesson
- Department of Physical Geography and Ecosystem Science, Lund University, Lund, 22362, Sweden.,Department of Geosciences and Natural Resource Management, University of Copenhagen, Copenhagen, 1350, Denmark
| | - Satoru Takanashi
- Kansai Research Center, Forestry and Forest Products Research Institute, Kyoto, 612-0855, Japan
| | - Yanhong Tang
- College of Urban and Environmental Sciences, Peking University, Beijing, 100871, China
| | - Nigel Tapper
- School of Earth, Atmosphere and Environment, Monash University, Clayton, 3800, Australia
| | - Jonathan Thom
- Space Science and Engineering Center, University of Wisconsin-Madison, Madison, WI, 53706, USA
| | - Michele Tomassucci
- DIBAF, University of Tuscia, Viterbo, 01100, Italy.,Terrasystem srl, Viterbo, 01100, Italy
| | | | - Shawn Urbanski
- USDA Forest Service, Rocky Mountain Research Station, Missoula, MT, 59808, USA
| | - Riccardo Valentini
- DIBAF, University of Tuscia, Viterbo, 01100, Italy.,Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy
| | - Michiel van der Molen
- Meteorology and Air Quality group, Wageningen University, 6500, Wageningen, The Netherlands
| | - Eva van Gorsel
- Fenner School of Environment and Society, Australian National University Canberra, Canberra, ACT, 2600, Australia
| | - Ko van Huissteden
- Department of Earth Sciences, Vrije Universiteit Amsterdam, Amsterdam, 1081 HV, The Netherlands
| | - Andrej Varlagin
- A.N. Severtsov Institute of Ecology and Evolution, Russian Academy of Sciences, Moscow, 119071, Russia
| | | | - Timo Vesala
- Institute for Atmosphere and Earth System Research/Physics, University of Helsinki, Helsinki, 00560, Finland
| | - Caroline Vincke
- Earth and Life Institute, Université Catholique de Louvain, Louvain-la-Neuve, 1348, Belgium
| | - Domenico Vitale
- DIBAF, University of Tuscia, Viterbo, 01100, Italy.,Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy
| | - Natalia Vygodskaya
- A.N. Severtsov Institute of Ecology and Evolution, Russian Academy of Sciences, Moscow, 119071, Russia
| | - Jeffrey P Walker
- Department of Civil Engineering, Monash University, Clayton, 3800, Australia
| | - Elizabeth Walter-Shea
- School of Natural Resources, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA
| | - Huimin Wang
- Key Laboratory of Ecosystem Network Observation and Modeling, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China
| | - Robin Weber
- ESPM, University of California Berkeley, Berkeley, CA, 94720, USA
| | - Sebastian Westermann
- Instituto de Clima y Agua, Instituto Nacional de Tecnologia Agropecuaria (INTA), Buenos Aires, 1686, Argentina
| | - Christian Wille
- Remote Sensing and Geoinformatics, GFZ German Research Centre for Geosciences, Potsdam, 14473, Germany
| | - Steven Wofsy
- School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, 02138, USA.,Department of Earth and Planetary Sciences, Harvard University, Cambridge, MA, 02138, USA
| | - Georg Wohlfahrt
- Department of Ecology, University of Innsbruck, Innsbruck, 6020, Austria
| | - Sebastian Wolf
- Department of Environmental Systems Science, ETH Zurich, Zurich, 8092, Switzerland
| | - William Woodgate
- CSIRO Land and Water, Canberra, 2601, Australia.,School of Earth and Environmental Sciences, The University of Queensland, St Lucia, 4072, Australia
| | - Yuelin Li
- South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, 510650, China
| | - Roberto Zampedri
- Department of Sustainable Agro-ecosystems and Bioresources, Research and Innovation Centre, Fondazione Edmund Mach, San Michele All'adige, 38010, Italy
| | - Junhui Zhang
- Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang, 110016, China
| | - Guoyi Zhou
- College of Applied Meteorology, Nanjing University of Information Science & Technology, Nanjing, 210044, China
| | - Donatella Zona
- Global Change Research Group, Dept. Biology, San Diego State University, San Diego, CA, 92182, USA.,Department of Animal and Plant Sciences, University of Sheffield, Sheffield, S102TN, United Kingdom
| | - Deb Agarwal
- Computational Research Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Sebastien Biraud
- Climate & Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Margaret Torn
- Climate & Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Dario Papale
- DIBAF, University of Tuscia, Viterbo, 01100, Italy. .,Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy.
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Global variation in postoperative mortality and complications after cancer surgery: a multicentre, prospective cohort study in 82 countries. Lancet 2021; 397:387-397. [PMID: 33485461 PMCID: PMC7846817 DOI: 10.1016/s0140-6736(21)00001-5] [Citation(s) in RCA: 104] [Impact Index Per Article: 34.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Revised: 12/02/2020] [Accepted: 12/17/2020] [Indexed: 02/07/2023]
Abstract
BACKGROUND 80% of individuals with cancer will require a surgical procedure, yet little comparative data exist on early outcomes in low-income and middle-income countries (LMICs). We compared postoperative outcomes in breast, colorectal, and gastric cancer surgery in hospitals worldwide, focusing on the effect of disease stage and complications on postoperative mortality. METHODS This was a multicentre, international prospective cohort study of consecutive adult patients undergoing surgery for primary breast, colorectal, or gastric cancer requiring a skin incision done under general or neuraxial anaesthesia. The primary outcome was death or major complication within 30 days of surgery. Multilevel logistic regression determined relationships within three-level nested models of patients within hospitals and countries. Hospital-level infrastructure effects were explored with three-way mediation analyses. This study was registered with ClinicalTrials.gov, NCT03471494. FINDINGS Between April 1, 2018, and Jan 31, 2019, we enrolled 15 958 patients from 428 hospitals in 82 countries (high income 9106 patients, 31 countries; upper-middle income 2721 patients, 23 countries; or lower-middle income 4131 patients, 28 countries). Patients in LMICs presented with more advanced disease compared with patients in high-income countries. 30-day mortality was higher for gastric cancer in low-income or lower-middle-income countries (adjusted odds ratio 3·72, 95% CI 1·70-8·16) and for colorectal cancer in low-income or lower-middle-income countries (4·59, 2·39-8·80) and upper-middle-income countries (2·06, 1·11-3·83). No difference in 30-day mortality was seen in breast cancer. The proportion of patients who died after a major complication was greatest in low-income or lower-middle-income countries (6·15, 3·26-11·59) and upper-middle-income countries (3·89, 2·08-7·29). Postoperative death after complications was partly explained by patient factors (60%) and partly by hospital or country (40%). The absence of consistently available postoperative care facilities was associated with seven to 10 more deaths per 100 major complications in LMICs. Cancer stage alone explained little of the early variation in mortality or postoperative complications. INTERPRETATION Higher levels of mortality after cancer surgery in LMICs was not fully explained by later presentation of disease. The capacity to rescue patients from surgical complications is a tangible opportunity for meaningful intervention. Early death after cancer surgery might be reduced by policies focusing on strengthening perioperative care systems to detect and intervene in common complications. FUNDING National Institute for Health Research Global Health Research Unit.
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Pastorello G, Trotta C, Canfora E, Chu H, Christianson D, Cheah YW, Poindexter C, Chen J, Elbashandy A, Humphrey M, Isaac P, Polidori D, Reichstein M, Ribeca A, van Ingen C, Vuichard N, Zhang L, Amiro B, Ammann C, Arain MA, Ardö J, Arkebauer T, Arndt SK, Arriga N, Aubinet M, Aurela M, Baldocchi D, Barr A, Beamesderfer E, Marchesini LB, Bergeron O, Beringer J, Bernhofer C, Berveiller D, Billesbach D, Black TA, Blanken PD, Bohrer G, Boike J, Bolstad PV, Bonal D, Bonnefond JM, Bowling DR, Bracho R, Brodeur J, Brümmer C, Buchmann N, Burban B, Burns SP, Buysse P, Cale P, Cavagna M, Cellier P, Chen S, Chini I, Christensen TR, Cleverly J, Collalti A, Consalvo C, Cook BD, Cook D, Coursolle C, Cremonese E, Curtis PS, D'Andrea E, da Rocha H, Dai X, Davis KJ, Cinti BD, Grandcourt AD, Ligne AD, De Oliveira RC, Delpierre N, Desai AR, Di Bella CM, Tommasi PD, Dolman H, Domingo F, Dong G, Dore S, Duce P, Dufrêne E, Dunn A, Dušek J, Eamus D, Eichelmann U, ElKhidir HAM, Eugster W, Ewenz CM, Ewers B, Famulari D, Fares S, Feigenwinter I, Feitz A, Fensholt R, Filippa G, Fischer M, Frank J, Galvagno M, Gharun M, Gianelle D, Gielen B, Gioli B, Gitelson A, Goded I, Goeckede M, Goldstein AH, Gough CM, Goulden ML, Graf A, Griebel A, Gruening C, Grünwald T, Hammerle A, Han S, Han X, Hansen BU, Hanson C, Hatakka J, He Y, Hehn M, Heinesch B, Hinko-Najera N, Hörtnagl L, Hutley L, Ibrom A, Ikawa H, Jackowicz-Korczynski M, Janouš D, Jans W, Jassal R, Jiang S, Kato T, Khomik M, Klatt J, Knohl A, Knox S, Kobayashi H, Koerber G, Kolle O, Kosugi Y, Kotani A, Kowalski A, Kruijt B, Kurbatova J, Kutsch WL, Kwon H, Launiainen S, Laurila T, Law B, Leuning R, Li Y, Liddell M, Limousin JM, Lion M, Liska AJ, Lohila A, López-Ballesteros A, López-Blanco E, Loubet B, Loustau D, Lucas-Moffat A, Lüers J, Ma S, Macfarlane C, Magliulo V, Maier R, Mammarella I, Manca G, Marcolla B, Margolis HA, Marras S, Massman W, Mastepanov M, Matamala R, Matthes JH, Mazzenga F, McCaughey H, McHugh I, McMillan AMS, Merbold L, Meyer W, Meyers T, Miller SD, Minerbi S, Moderow U, Monson RK, Montagnani L, Moore CE, Moors E, Moreaux V, Moureaux C, Munger JW, Nakai T, Neirynck J, Nesic Z, Nicolini G, Noormets A, Northwood M, Nosetto M, Nouvellon Y, Novick K, Oechel W, Olesen JE, Ourcival JM, Papuga SA, Parmentier FJ, Paul-Limoges E, Pavelka M, Peichl M, Pendall E, Phillips RP, Pilegaard K, Pirk N, Posse G, Powell T, Prasse H, Prober SM, Rambal S, Rannik Ü, Raz-Yaseef N, Rebmann C, Reed D, Dios VRD, Restrepo-Coupe N, Reverter BR, Roland M, Sabbatini S, Sachs T, Saleska SR, Sánchez-Cañete EP, Sanchez-Mejia ZM, Schmid HP, Schmidt M, Schneider K, Schrader F, Schroder I, Scott RL, Sedlák P, Serrano-Ortíz P, Shao C, Shi P, Shironya I, Siebicke L, Šigut L, Silberstein R, Sirca C, Spano D, Steinbrecher R, Stevens RM, Sturtevant C, Suyker A, Tagesson T, Takanashi S, Tang Y, Tapper N, Thom J, Tomassucci M, Tuovinen JP, Urbanski S, Valentini R, van der Molen M, van Gorsel E, van Huissteden K, Varlagin A, Verfaillie J, Vesala T, Vincke C, Vitale D, Vygodskaya N, Walker JP, Walter-Shea E, Wang H, Weber R, Westermann S, Wille C, Wofsy S, Wohlfahrt G, Wolf S, Woodgate W, Li Y, Zampedri R, Zhang J, Zhou G, Zona D, Agarwal D, Biraud S, Torn M, Papale D. The FLUXNET2015 dataset and the ONEFlux processing pipeline for eddy covariance data. Sci Data 2020; 7:225. [PMID: 32647314 PMCID: PMC7347557 DOI: 10.1038/s41597-020-0534-3] [Citation(s) in RCA: 173] [Impact Index Per Article: 43.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2020] [Accepted: 05/20/2020] [Indexed: 12/02/2022] Open
Abstract
The FLUXNET2015 dataset provides ecosystem-scale data on CO2, water, and energy exchange between the biosphere and the atmosphere, and other meteorological and biological measurements, from 212 sites around the globe (over 1500 site-years, up to and including year 2014). These sites, independently managed and operated, voluntarily contributed their data to create global datasets. Data were quality controlled and processed using uniform methods, to improve consistency and intercomparability across sites. The dataset is already being used in a number of applications, including ecophysiology studies, remote sensing studies, and development of ecosystem and Earth system models. FLUXNET2015 includes derived-data products, such as gap-filled time series, ecosystem respiration and photosynthetic uptake estimates, estimation of uncertainties, and metadata about the measurements, presented for the first time in this paper. In addition, 206 of these sites are for the first time distributed under a Creative Commons (CC-BY 4.0) license. This paper details this enhanced dataset and the processing methods, now made available as open-source codes, making the dataset more accessible, transparent, and reproducible. Measurement(s) | net ecosystem exchange • carbon dioxide • water • energy | Technology Type(s) | eddy covariance • measurement device | Sample Characteristic - Environment | terrestrial biome • atmosphere | Sample Characteristic - Location | Earth (planet) |
Machine-accessible metadata file describing the reported data: 10.6084/m9.figshare.12295910
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Affiliation(s)
- Gilberto Pastorello
- Computational Research Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA.
| | - Carlo Trotta
- DIBAF, University of Tuscia, Viterbo, 01100, Italy
| | - Eleonora Canfora
- DIBAF, University of Tuscia, Viterbo, 01100, Italy.,Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy
| | - Housen Chu
- Climate & Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Danielle Christianson
- Computational Research Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - You-Wei Cheah
- Computational Research Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Cristina Poindexter
- Department of Civil Engineering, California State University, Sacramento, CA, 95819, USA
| | - Jiquan Chen
- Department of Geography, Environment, and Spatial Sciences, Michigan State University, East Lansing, MI, 48823, USA
| | - Abdelrahman Elbashandy
- Computational Research Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Marty Humphrey
- Department of Computer Science, University of Virginia, Charlottesville, VA, 22904, USA
| | - Peter Isaac
- TERN Ecosystem Processes, Menzies Creek, VIC3159, Australia
| | - Diego Polidori
- DIBAF, University of Tuscia, Viterbo, 01100, Italy.,Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy
| | | | - Alessio Ribeca
- DIBAF, University of Tuscia, Viterbo, 01100, Italy.,Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy
| | - Catharine van Ingen
- Computational Research Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Nicolas Vuichard
- Laboratoire des Sciences du Climat et de l'Environnement (LSCE), CEA CNRS, UVSQ UPSACLAY, Gif sur Yvette, 91190, France
| | - Leiming Zhang
- Key Laboratory of Ecosystem Network Observation and Modeling, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China
| | - Brian Amiro
- Department of Soil Science, University of Manitoba, Winnipeg, MB, R3T2N2, Canada
| | - Christof Ammann
- Department of Agroecology and Environment, Agroscope Research Institute, Zürich, 8046, Switzerland
| | - M Altaf Arain
- School of Geography and Earth Sciences, McMaster University, L8S4K1, Hamilton, ON, Canada
| | - Jonas Ardö
- Department of Physical Geography and Ecosystem Science, Lund University, Lund, 22362, Sweden
| | - Timothy Arkebauer
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA
| | - Stefan K Arndt
- School of Ecosystem and Forest Sciences, The University of Melbourne, Richmond, VIC3121, Australia
| | - Nicola Arriga
- Department of Biology, Research Group PLECO, University of Antwerp, Antwerp, 2610, Belgium.,Joint Research Centre, European Commission, Ispra, 21027, Italy
| | - Marc Aubinet
- TERRA Teaching and Research Center, University of Liege, Gembloux, B-5030, Belgium
| | - Mika Aurela
- Finnish Meteorological Institute, Helsinki, 00560, Finland
| | - Dennis Baldocchi
- ESPM, University of California Berkeley, Berkeley, CA, 94720, USA
| | - Alan Barr
- Global Institute for Water Security, University of Saskatchewan, Saskatoon, SK, S7N3H5, Canada.,Climate Research Division, Environment and Climate Change Canada, Saskatoon, SK, S7N3H5, Canada
| | - Eric Beamesderfer
- School of Geography and Earth Sciences, McMaster University, L8S4K1, Hamilton, ON, Canada
| | - Luca Belelli Marchesini
- Department of Sustainable Agro-ecosystems and Bioresources, Research and Innovation Centre, Fondazione Edmund Mach, San Michele All'adige, 38010, Italy.,Department of Landscape Design and Sustainable Ecosystems, Agrarian-Technological Institute, RUDN University, Moscow, 117198, Russia
| | - Onil Bergeron
- Direction du marché du carbone, Ministère du Développement durable de l'Environnement et de la Lutte contre les changements climatiques, Québec, QC, G1R5V7, Canada
| | - Jason Beringer
- School of Agriculture and Environment, University of Western Australia, Crawley, 6009, Australia
| | - Christian Bernhofer
- Institute of Hydrology and Meteorology, Technische Universität Dresden, Tharandt, 01737, Germany
| | - Daniel Berveiller
- Université Paris-Saclay, CNRS, AgroParisTech, Ecologie Systématique et Evolution, Orsay, 91405, France
| | - Dave Billesbach
- Biological Systems Engineering, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA
| | - Thomas Andrew Black
- Faculty of Land and Food Systems, University of British Columbia, Vancouver, BC, V6T1Z4, Canada
| | - Peter D Blanken
- Department of Geography, University of Colorado, Boulder, CO, 80309, USA
| | - Gil Bohrer
- Department of Civil, Environmental & Geodetic Engineering, Ohio State University, Columbus, OH, 43210, USA
| | - Julia Boike
- Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research, Potsdam, 14482, Germany.,Geography Department, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Paul V Bolstad
- Forest Resources, University of Minnesota, St Paul, MN, 55108, USA
| | - Damien Bonal
- Université de Lorraine, AgroParisTech, INRAE, UMR Silva, Nancy, 54000, France
| | | | - David R Bowling
- School of Biological Sciences, University of Utah, Salt Lake City, UT, 84112, USA
| | - Rosvel Bracho
- School of Forest Resources and Conservation, University of Florida, Gainesville, FL, 32611, USA
| | - Jason Brodeur
- McMaster University Library, McMaster University, Hamilton, ON, L8S4L6, Canada
| | - Christian Brümmer
- Thünen Institute of Climate-Smart Agriculture, Federal Research Institute of Rural Areas, Forestry and Fisheries, Braunschweig, 38116, Germany
| | - Nina Buchmann
- Department of Environmental Systems Science, ETH Zurich, Zurich, 8092, Switzerland
| | | | - Sean P Burns
- Department of Geography, University of Colorado, Boulder, CO, 80309, USA.,Mesoscale and Microscale Meteorology Laboratory, National Center for Atmospheric Research, Boulder, CO, 80301, USA
| | - Pauline Buysse
- Université Paris-Saclay, INRAE, AgroParisTech, UMR ECOSYS, Thiverval-Grignon, 78850, France
| | - Peter Cale
- Australian Landscape Trust, Renmark, SA5341, Australia
| | - Mauro Cavagna
- Department of Sustainable Agro-ecosystems and Bioresources, Research and Innovation Centre, Fondazione Edmund Mach, San Michele All'adige, 38010, Italy
| | - Pierre Cellier
- Université Paris-Saclay, INRAE, AgroParisTech, UMR ECOSYS, Thiverval-Grignon, 78850, France
| | - Shiping Chen
- State Key Laboratory of Vegetation and Environmental Change, Institute of Botany, Chinese Academy of Sciences, Beijing, 100093, China
| | - Isaac Chini
- Department of Sustainable Agro-ecosystems and Bioresources, Research and Innovation Centre, Fondazione Edmund Mach, San Michele All'adige, 38010, Italy
| | - Torben R Christensen
- Department of Bioscience, Arctic Research Center, Aarhus University, Roskilde, 4000, Denmark
| | - James Cleverly
- School of Life Sciences, University of Technology Sydney, Sydney, 2007, Australia.,Terrestrial Ecosystem Research Network TERN, University of Technology, Sydney, 2007, Australia
| | - Alessio Collalti
- DIBAF, University of Tuscia, Viterbo, 01100, Italy.,Institute for Agricultural and Forestry Systems in the Mediterranean, National Research Council of Italy, Ercolano, 80056, Italy
| | - Claudia Consalvo
- DIBAF, University of Tuscia, Viterbo, 01100, Italy.,Research Institute on Terrestrial Ecosystems, National Research Council of Italy, Porano, 05010, Italy
| | - Bruce D Cook
- Biospheric Sciences Laboratory, NASA Goddard Space Flight Center, Greenbelt, MD, 20771, USA
| | - David Cook
- Environmental Science Division, Argonne National Laboratory, Lemont, IL, 60439, USA
| | - Carole Coursolle
- Canadian Forest Service, Natural Resources Canada, Québec, QC, G1V4C7, Canada.,Centre d'étude de la forêt, Faculté de foresterie, de géographie et de géomatique, Université Laval, Québec, QC, G1V0A6, Canada
| | - Edoardo Cremonese
- Climate Change Unit, Environmental Protection Agency of Aosta Valley, Saint Christophe, 11020, Italy
| | - Peter S Curtis
- Department of Evolution, Ecology, and Organismal Biology, Ohio State University, Columbus, OH, 43210, USA
| | - Ettore D'Andrea
- Institute for Agricultural and Forestry Systems in the Mediterranean, National Research Council of Italy, Ercolano, 80056, Italy
| | - Humberto da Rocha
- Instituto de Astronomia, Geofísica e Ciências Atmosféricas, Universidade de São Paulo, São Paulo, SP, 01000-000, Brazil
| | - Xiaoqin Dai
- Key Laboratory of Ecosystem Network Observation and Modeling, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China
| | - Kenneth J Davis
- Department of Meteorology and Atmospheric Science, The Pennsylvania State University, University Park, PA, 16802, USA
| | - Bruno De Cinti
- Institute of Research on Terrestrial Ecosystems, National Research Council of Italy, Montelibretti, 00010, Italy
| | | | - Anne De Ligne
- TERRA Teaching and Research Center, University of Liege, Gembloux, B-5030, Belgium
| | | | - Nicolas Delpierre
- Université Paris-Saclay, CNRS, AgroParisTech, Ecologie Systématique et Evolution, Orsay, 91405, France
| | - Ankur R Desai
- Atmospheric and Oceanic Sciences, University of Wisconsin-Madison, Madison, WI, 53706, USA
| | - Carlos Marcelo Di Bella
- Departamento de Métodos Cuantitativos y Sistemas de Información, Facultad de Agronomía, UBA, Buenos Aires, 1417, Argentina
| | - Paul di Tommasi
- Institute for Agricultural and Forestry Systems in the Mediterranean, National Research Council of Italy, Ercolano, 80056, Italy
| | - Han Dolman
- Department of Earth Sciences, Vrije Universiteit Amsterdam, Amsterdam, 1081 HV, The Netherlands
| | - Francisco Domingo
- Desertification and Geoecology Department, Experimental Station of Arid Zones, CSIC, Almería, 04120, Spain
| | - Gang Dong
- School of Life Science, Shanxi University, Taiyuan, 030006, China
| | | | - Pierpaolo Duce
- Institute of BioEconomy, National Research Council of Italy, Sassari, 07100, Italy
| | - Eric Dufrêne
- Université Paris-Saclay, CNRS, AgroParisTech, Ecologie Systématique et Evolution, Orsay, 91405, France
| | - Allison Dunn
- Department of Earth, Environment, and Physics, Worcester State University, Worcester, MA, 01602, USA
| | - Jiří Dušek
- Department of Matter and Energy Fluxes, Global Change Research Institute of the Czech Academy of Sciences, Brno, 60300, Czech Republic
| | - Derek Eamus
- School of Life Sciences, University of Technology Sydney, Sydney, 2007, Australia
| | - Uwe Eichelmann
- Institute of Hydrology and Meteorology, Technische Universität Dresden, Tharandt, 01737, Germany
| | | | - Werner Eugster
- Department of Environmental Systems Science, ETH Zurich, Zurich, 8092, Switzerland
| | - Cacilia M Ewenz
- Airborne Research Australia, TERN Ecosystem Processes Central Node, Parafield, 5106, Australia
| | - Brent Ewers
- Department of Botany, Program in Ecology, University of Wyoming, 1000 E. Univ. Ave, Laramie, WY, 82071, USA
| | - Daniela Famulari
- Institute for Agricultural and Forestry Systems in the Mediterranean, National Research Council of Italy, Ercolano, 80056, Italy
| | - Silvano Fares
- Institute of BioEconomy, National Research Council of Italy, Rome, 00100, Italy.,Research Centre for Forestry and Wood, Council for Agricultural Research and Economics, Rome, 00166, Italy
| | - Iris Feigenwinter
- Department of Environmental Systems Science, ETH Zurich, Zurich, 8092, Switzerland
| | | | - Rasmus Fensholt
- Department of Geosciences and Natural Resource Management, University of Copenhagen, Copenhagen, 1350, Denmark
| | - Gianluca Filippa
- Climate Change Unit, Environmental Protection Agency of Aosta Valley, Saint Christophe, 11020, Italy
| | - Marc Fischer
- Energy Analysis & Environmental Impacts Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - John Frank
- USDA Forest Service, Rocky Mountain Research Station, Fort Collins, CO, 80526, USA
| | - Marta Galvagno
- Climate Change Unit, Environmental Protection Agency of Aosta Valley, Saint Christophe, 11020, Italy
| | - Mana Gharun
- Department of Environmental Systems Science, ETH Zurich, Zurich, 8092, Switzerland
| | - Damiano Gianelle
- Department of Sustainable Agro-ecosystems and Bioresources, Research and Innovation Centre, Fondazione Edmund Mach, San Michele All'adige, 38010, Italy
| | - Bert Gielen
- Department of Biology, Research Group PLECO, University of Antwerp, Antwerp, 2610, Belgium
| | - Beniamino Gioli
- Institute of BioEconomy, National Research Council of Italy, Firenze, 50145, Italy
| | - Anatoly Gitelson
- School of Natural Resources, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA
| | - Ignacio Goded
- Joint Research Centre, European Commission, Ispra, 21027, Italy
| | | | | | - Christopher M Gough
- Department of Biology, Virginia Commonwealth University, Richmond, VA, 23284, USA
| | - Michael L Goulden
- Department of Earth System Science, University of California, Irvine, CA, 92697, USA
| | - Alexander Graf
- Agrosphere (IBG3), Forschungszentrum Jülich, Jülich, 52428, Germany
| | - Anne Griebel
- School of Ecosystem and Forest Sciences, The University of Melbourne, Richmond, VIC3121, Australia
| | | | - Thomas Grünwald
- Institute of Hydrology and Meteorology, Technische Universität Dresden, Tharandt, 01737, Germany
| | - Albin Hammerle
- Department of Ecology, University of Innsbruck, Innsbruck, 6020, Austria
| | - Shijie Han
- International Joint Research Laboratory for Global Change Ecology, School of Life Sciences, Henan University, Kaifeng, 450000, China.,Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang, 110016, China
| | - Xingguo Han
- State Key Laboratory of Vegetation and Environmental Change, Institute of Botany, Chinese Academy of Sciences, Beijing, 100093, China
| | - Birger Ulf Hansen
- Department of Geosciences and Natural Resource Management, University of Copenhagen, Copenhagen, 1350, Denmark
| | - Chad Hanson
- Department of Forest Ecosystems and Society, Oregon State University, Corvallis, OR, 97333, USA
| | - Juha Hatakka
- Finnish Meteorological Institute, Helsinki, 00560, Finland
| | - Yongtao He
- Key Laboratory of Ecosystem Network Observation and Modeling, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China.,College of Resources and Environment, University of Chinese Academy of Sciences, Beijing, 100190, China
| | - Markus Hehn
- Institute of Hydrology and Meteorology, Technische Universität Dresden, Tharandt, 01737, Germany
| | - Bernard Heinesch
- TERRA Teaching and Research Center, University of Liege, Gembloux, B-5030, Belgium
| | - Nina Hinko-Najera
- School of Ecosystem and Forest Sciences, The University of Melbourne, Creswick, VIC3363, Australia
| | - Lukas Hörtnagl
- Department of Environmental Systems Science, ETH Zurich, Zurich, 8092, Switzerland
| | - Lindsay Hutley
- Research Institute for the Environment and Livelihoods, Charles Darwin University, Darwin, 0909, Australia
| | - Andreas Ibrom
- Department of Environmental Engineering, Technical University of Denmark (DTU), Kongens Lyngby, 2800, Denmark
| | - Hiroki Ikawa
- Institute for Agro-Environmental Sciences, National Agriculture and Food Research Organization, Tsukuba, 305-8604, Japan
| | - Marcin Jackowicz-Korczynski
- Department of Physical Geography and Ecosystem Science, Lund University, Lund, 22362, Sweden.,Department of Bioscience, Arctic Research Center, Aarhus University, Roskilde, 4000, Denmark
| | - Dalibor Janouš
- Department of Matter and Energy Fluxes, Global Change Research Institute of the Czech Academy of Sciences, Brno, 60300, Czech Republic
| | - Wilma Jans
- Wageningen Environmental Research, Wageningen University and Research, Wageningen, 6708PB, The Netherlands
| | - Rachhpal Jassal
- Faculty of Land and Food Systems, University of British Columbia, Vancouver, BC, V6T1Z4, Canada
| | - Shicheng Jiang
- Key Laboratory of Vegetation Ecology, Ministry of Education, Northeast Normal University, Changchun, 130024, China
| | - Tomomichi Kato
- Research Faculty of Agriculture, Hokkaido University, Sapporo, 060-8589, Japan.,GI-Core, Hokkaido University, Sapporo, 060-0808, Japan
| | - Myroslava Khomik
- School of Geography and Earth Sciences, McMaster University, L8S4K1, Hamilton, ON, Canada.,Geography and Environmental Management, Waterloo, ON, N2L3G1, Canada
| | - Janina Klatt
- Institute of Meteorology and Climate Research, Karlsruhe Institute of Technology, Garmisch-Partenkirchen, 82467, Germany
| | - Alexander Knohl
- Bioclimatology, University of Goettingen, Goettingen, 37077, Germany.,Centre of Biodiversity and Sustainable Land Use (CBL), University of Goettingen, Goettingen, 37077, Germany
| | - Sara Knox
- Department of Geography, The University of British Columbia, Vancouver, BC, V6T1Z2, Canada
| | - Hideki Kobayashi
- Research Institute for Global Change, Institute of Arctic Climate and Environment Research, Japan Agency for Marine-Earth Science and Technology, Yokoama, 236-0001, Japan
| | - Georgia Koerber
- Biological Sciences, University of Adelaide, Adelaide, SA5064, Australia
| | - Olaf Kolle
- Max Planck Institute for Biogeochemistry, Jena, 03641, Germany
| | - Yoshiko Kosugi
- Graduate School of Agriculture, Kyoto University, Kyoto, 606-8502, Japan
| | - Ayumi Kotani
- Graduate School of Bioagricultural Sciences, Nagoya University, Nagoya, 4648601, Japan
| | - Andrew Kowalski
- Department of Applied Physics, University of Granada, Granada, 18071, Spain
| | - Bart Kruijt
- Water systems and Global Change group, Wageningen University, Wageningen, 6500, The Netherlands
| | - Julia Kurbatova
- A.N. Severtsov Institute of Ecology and Evolution, Russian Academy of Sciences, Moscow, 119071, Russia
| | - Werner L Kutsch
- Head Office, Integrated Carbon Observation System (ICOS ERIC), Helsinki, 00560, Finland
| | - Hyojung Kwon
- Department of Forest Ecosystems and Society, Oregon State University, Corvallis, OR, 97333, USA
| | | | - Tuomas Laurila
- Finnish Meteorological Institute, Helsinki, 00560, Finland
| | - Bev Law
- Department of Forest Ecosystems and Society, Oregon State University, Corvallis, OR, 97333, USA
| | | | - Yingnian Li
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, 810008, China
| | - Michael Liddell
- Centre for Tropical Environmental Sustainability Studies, James Cook University, Cairns, 4878, Australia
| | | | - Marryanna Lion
- Forestry and Environment Division, Forest Research Institute Malaysia (FRIM), Kepong, 52109, Malaysia
| | - Adam J Liska
- Biological Systems Engineering, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA
| | - Annalea Lohila
- Finnish Meteorological Institute, Helsinki, 00560, Finland.,Institute for Atmosphere and Earth System Research/Physics, University of Helsinki, Helsinki, 00560, Finland
| | - Ana López-Ballesteros
- Department of Botany, School of Natural Sciences, Trinity College Dublin, Dublin, D02PN40, Ireland
| | - Efrén López-Blanco
- Department of Bioscience, Arctic Research Center, Aarhus University, Roskilde, 4000, Denmark
| | - Benjamin Loubet
- Université Paris-Saclay, INRAE, AgroParisTech, UMR ECOSYS, Thiverval-Grignon, 78850, France
| | - Denis Loustau
- ISPA, Bordeaux Sciences Agro, INRAE, Villenave d'Ornon, 33140, France
| | - Antje Lucas-Moffat
- Thünen Institute of Climate-Smart Agriculture, Federal Research Institute of Rural Areas, Forestry and Fisheries, Braunschweig, 38116, Germany.,German Meteorological Service (DWD), Centre for Agrometeorological Research, Braunschweig, 38116, Germany
| | - Johannes Lüers
- Micrometeorology, University of Bayreuth, Bayreuth, 95440, Germany.,Bayreuth Center of Ecology and Environmental Research, 95448, Bayreuth, Germany
| | - Siyan Ma
- ESPM, University of California Berkeley, Berkeley, CA, 94720, USA
| | | | - Vincenzo Magliulo
- Institute for Agricultural and Forestry Systems in the Mediterranean, National Research Council of Italy, Ercolano, 80056, Italy
| | - Regine Maier
- Department of Environmental Systems Science, ETH Zurich, Zurich, 8092, Switzerland
| | - Ivan Mammarella
- Institute for Atmosphere and Earth System Research/Physics, University of Helsinki, Helsinki, 00560, Finland
| | - Giovanni Manca
- Joint Research Centre, European Commission, Ispra, 21027, Italy
| | - Barbara Marcolla
- Department of Sustainable Agro-ecosystems and Bioresources, Research and Innovation Centre, Fondazione Edmund Mach, San Michele All'adige, 38010, Italy
| | - Hank A Margolis
- Centre d'étude de la forêt, Faculté de foresterie, de géographie et de géomatique, Université Laval, Québec, QC, G1V0A6, Canada
| | - Serena Marras
- Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy.,Department of Agriculture, University of Sassari, Sassari, 07100, Italy
| | - William Massman
- USDA Forest Service, Rocky Mountain Research Station, Fort Collins, CO, 80526, USA
| | - Mikhail Mastepanov
- Department of Bioscience, Arctic Research Center, Aarhus University, Roskilde, 4000, Denmark.,Oulanka research station, University of Oulu, Kuusamo, 93900, Finland
| | - Roser Matamala
- Environmental Science Division, Argonne National Laboratory, Lemont, IL, 60439, USA
| | | | - Francesco Mazzenga
- Research Institute on Terrestrial Ecosystems, National Research Council of Italy, Monterotondo Scalo, 00015, Italy
| | - Harry McCaughey
- Department of Geography and Planning, Queen's University, Kingston, ON, K7L3N6, Canada
| | - Ian McHugh
- School of Ecosystem and Forest Sciences, The University of Melbourne, Richmond, VIC3121, Australia
| | - Andrew M S McMillan
- Environmental Analytics NZ, Ltd. Raumati South, Paraparaumu, 5032, New Zealand
| | - Lutz Merbold
- Mazingira Centre, International Livestock Research Institute (ILRI), Nairobi, 00100, Kenya
| | - Wayne Meyer
- Biological Sciences, University of Adelaide, Adelaide, SA5064, Australia
| | - Tilden Meyers
- NOAA/OAR/Air Resources Laboratory, 325 Broadway, Boulder, CO, 80303, USA
| | - Scott D Miller
- Atmospheric Sciences Research Center, State University of New York at Albany, Albany, NY, 12203, USA
| | | | - Uta Moderow
- Institute of Hydrology and Meteorology, Technische Universität Dresden, Tharandt, 01737, Germany
| | - Russell K Monson
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ, 85721, USA
| | - Leonardo Montagnani
- Forest Department of South Tyrol, Bolzano, 39100, Italy.,Faculty of Science and Technology, Free University of Bolzano, Bolzano, 39100, Italy
| | - Caitlin E Moore
- Department of Plant Biology, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - Eddy Moors
- IHE Delft, Delft, 2611, The Netherlands.,Faculty of Science, VU Amsterdam, Amsterdam, 1081, The Netherlands
| | - Virginie Moreaux
- ISPA, Bordeaux Sciences Agro, INRAE, Villenave d'Ornon, 33140, France.,University Grenoble Alpes, IRD, CNRS, IGE, Grenoble, 38000, France
| | - Christine Moureaux
- TERRA Teaching and Research Center, University of Liege, Gembloux, B-5030, Belgium
| | - J William Munger
- School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, 02138, USA.,Department of Earth and Planetary Sciences, Harvard University, Cambridge, MA, 02138, USA
| | - Taro Nakai
- School of Forestry and Resource Conservation, National Taiwan University, Taipei, 0617, Taiwan.,International Arctic Research Center, University of Alaska Fairbanks, Fairbanks, AK, 99775, USA
| | - Johan Neirynck
- Environment and Climate, Research Institute for Nature and Forest, Geraardsbergen, 9500, Belgium
| | - Zoran Nesic
- Faculty of Land and Food Systems, University of British Columbia, Vancouver, BC, V6T1Z4, Canada
| | - Giacomo Nicolini
- DIBAF, University of Tuscia, Viterbo, 01100, Italy.,Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy
| | - Asko Noormets
- Department of Ecosystem Science and Management, Texas A&M University, College Station, TX, 77843, USA
| | - Matthew Northwood
- Research Institute for the Environment and Livelihoods, Charles Darwin University, Casuarina, 0810, Australia
| | - Marcelo Nosetto
- Grupo de Estudios Ambientales, Instituto de Matemática Aplicada San Luis (UNSL & CONICET), San Luis, D5700HHW, Argentina.,Facultad de Ciencias Agropecuarias (UNER), Oro Verde, 3100, Argentina
| | - Yann Nouvellon
- UMR Eco&Sols, CIRAD, Montpellier, 34060, France.,Eco&Sols, Univ Montpellier-CIRAD-INRA-IRD-Montpellier SupAgro, Montpellier, 34060, France
| | - Kimberly Novick
- O'Neill School of Public and Environmental Affairs, Indiana University Bloomington, Bloomington, IN, 47405, USA
| | - Walter Oechel
- Global Change Research Group, Dept. Biology, San Diego State University, San Diego, CA, 92182, USA.,Department of Geography, College of Life and Environmental Sciences, University of Exeter, Exeter, EX44RJ, United Kingdom
| | - Jørgen Eivind Olesen
- Department of Agroecology, Aarhus University, Tjele, 8830, Denmark.,iCLIMATE, Aarhus University, Tjele, 8830, Denmark
| | | | - Shirley A Papuga
- Department of Geology, Wayne State University, Detroit, MI, 48202, USA
| | - Frans-Jan Parmentier
- Department of Physical Geography and Ecosystem Science, Lund University, Lund, 22362, Sweden.,Department of Geosciences, University of Oslo, Oslo, 0315, Norway
| | | | - Marian Pavelka
- Department of Matter and Energy Fluxes, Global Change Research Institute of the Czech Academy of Sciences, Brno, 60300, Czech Republic
| | - Matthias Peichl
- Department of Forest Ecology and Management, Swedish University of Agricultural Sciences, Umeå, 90183, Sweden
| | - Elise Pendall
- Hawkesbury Institute for the Environment, Western Sydney University, Penrith, 2751, Australia
| | - Richard P Phillips
- Department of Biology, Indiana University Bloomington, Bloomington, IN, 47401, USA
| | - Kim Pilegaard
- Department of Environmental Engineering, Technical University of Denmark (DTU), Kongens Lyngby, 2800, Denmark
| | - Norbert Pirk
- Department of Physical Geography and Ecosystem Science, Lund University, Lund, 22362, Sweden.,CSIRO Land and Water, Wembley, 6913, Australia
| | - Gabriela Posse
- Instituto de Clima y Agua, Instituto Nacional de Tecnologia Agropecuaria (INTA), Buenos Aires, 1686, Argentina
| | - Thomas Powell
- Climate & Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Heiko Prasse
- Institute of Hydrology and Meteorology, Technische Universität Dresden, Tharandt, 01737, Germany
| | | | - Serge Rambal
- CEFE, CNRS, Univ Montpellier, Montpellier, 34293, France
| | - Üllar Rannik
- Institute for Atmosphere and Earth System Research/Physics, University of Helsinki, Helsinki, 00560, Finland
| | - Naama Raz-Yaseef
- Climate & Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Corinna Rebmann
- Department Computational Hydrosystems, Helmholtz Centre for Environmental Research UFZ, Leipzig, 04318, Germany
| | - David Reed
- Center for Global Change & Earth Observations, Michigan State University, East Lansing, MI, 48823, USA
| | - Victor Resco de Dios
- Hawkesbury Institute for the Environment, Western Sydney University, Penrith, 2751, Australia.,School of Life Science and Engineering, Southwest University of Science and Technology, Mianyang, 621010, China
| | - Natalia Restrepo-Coupe
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ, 85721, USA
| | - Borja R Reverter
- Departamento de Química e Física, Universidade Federal da Paraiba, Areia, PB, 58397-000, Brazil
| | - Marilyn Roland
- Department of Biology, Research Group PLECO, University of Antwerp, Antwerp, 2610, Belgium
| | | | - Torsten Sachs
- Remote Sensing and Geoinformatics, GFZ German Research Centre for Geosciences, Potsdam, 14473, Germany
| | - Scott R Saleska
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ, 85721, USA
| | - Enrique P Sánchez-Cañete
- Department of Applied Physics, University of Granada, Granada, 18071, Spain.,Andalusian Institute for Earth System Research (CEAMA-IISTA), Granada, 18006, Spain
| | - Zulia M Sanchez-Mejia
- Ciencias del Agua y Medioambiente, Instituto Tecnológico de Sonora, Ciudad Obregón, 85000, Mexico
| | - Hans Peter Schmid
- Institute of Meteorology and Climate Research, Karlsruhe Institute of Technology, Garmisch-Partenkirchen, 82467, Germany
| | - Marius Schmidt
- Agrosphere (IBG3), Forschungszentrum Jülich, Jülich, 52428, Germany
| | - Karl Schneider
- Geographical Institute, University of Cologne, Cologne, 50923, Germany
| | - Frederik Schrader
- Thünen Institute of Climate-Smart Agriculture, Federal Research Institute of Rural Areas, Forestry and Fisheries, Braunschweig, 38116, Germany
| | - Ivan Schroder
- Department of Industry, Innovation and Science, Geoscience Australia, Canberra, 2609, Australia
| | - Russell L Scott
- Southwest Watershed Research Center, USDA-ARS, Tucson, AZ, 85719, USA
| | - Pavel Sedlák
- Department of Matter and Energy Fluxes, Global Change Research Institute of the Czech Academy of Sciences, Brno, 60300, Czech Republic.,Institute of Atmospheric Physics of the Czech Academy of Sciences, Prague, 14100, Czech Republic
| | - Penélope Serrano-Ortíz
- Andalusian Institute for Earth System Research (CEAMA-IISTA), Granada, 18006, Spain.,Department of Ecology, University of Granada, Granada, 18071, Spain
| | - Changliang Shao
- National Hulunber Grassland Ecosystem Observation and Research Station & Institute of Agricultural Resources and Regional Planning, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
| | - Peili Shi
- Key Laboratory of Ecosystem Network Observation and Modeling, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China
| | - Ivan Shironya
- A.N. Severtsov Institute of Ecology and Evolution, Russian Academy of Sciences, Moscow, 119071, Russia
| | - Lukas Siebicke
- Bioclimatology, University of Goettingen, Goettingen, 37077, Germany
| | - Ladislav Šigut
- Department of Matter and Energy Fluxes, Global Change Research Institute of the Czech Academy of Sciences, Brno, 60300, Czech Republic
| | - Richard Silberstein
- School of Agriculture and Environment, University of Western Australia, Crawley, 6009, Australia.,School of Science, Edith Cowan University, Joondalup, 6027, Australia
| | - Costantino Sirca
- Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy.,Department of Agriculture, University of Sassari, Sassari, 07100, Italy
| | - Donatella Spano
- Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy.,Department of Agriculture, University of Sassari, Sassari, 07100, Italy
| | - Rainer Steinbrecher
- Institute of Meteorology and Climate Research, Karlsruhe Institute of Technology, Garmisch-Partenkirchen, 82467, Germany
| | | | - Cove Sturtevant
- National Ecological Observatory Network Program, Boulder, CO, 80301, USA
| | - Andy Suyker
- School of Natural Resources, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA
| | - Torbern Tagesson
- Department of Physical Geography and Ecosystem Science, Lund University, Lund, 22362, Sweden.,Department of Geosciences and Natural Resource Management, University of Copenhagen, Copenhagen, 1350, Denmark
| | - Satoru Takanashi
- Kansai Research Center, Forestry and Forest Products Research Institute, Kyoto, 612-0855, Japan
| | - Yanhong Tang
- College of Urban and Environmental Sciences, Peking University, Beijing, 100871, China
| | - Nigel Tapper
- School of Earth, Atmosphere and Environment, Monash University, Clayton, 3800, Australia
| | - Jonathan Thom
- Space Science and Engineering Center, University of Wisconsin-Madison, Madison, WI, 53706, USA
| | - Michele Tomassucci
- DIBAF, University of Tuscia, Viterbo, 01100, Italy.,Terrasystem srl, Viterbo, 01100, Italy
| | | | - Shawn Urbanski
- USDA Forest Service, Rocky Mountain Research Station, Missoula, MT, 59808, USA
| | - Riccardo Valentini
- DIBAF, University of Tuscia, Viterbo, 01100, Italy.,Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy
| | - Michiel van der Molen
- Meteorology and Air Quality group, Wageningen University, 6500, Wageningen, The Netherlands
| | - Eva van Gorsel
- Fenner School of Environment and Society, Australian National University Canberra, Canberra, ACT, 2600, Australia
| | - Ko van Huissteden
- Department of Earth Sciences, Vrije Universiteit Amsterdam, Amsterdam, 1081 HV, The Netherlands
| | - Andrej Varlagin
- A.N. Severtsov Institute of Ecology and Evolution, Russian Academy of Sciences, Moscow, 119071, Russia
| | | | - Timo Vesala
- Institute for Atmosphere and Earth System Research/Physics, University of Helsinki, Helsinki, 00560, Finland
| | - Caroline Vincke
- Earth and Life Institute, Université Catholique de Louvain, Louvain, 1348, Belgium
| | - Domenico Vitale
- DIBAF, University of Tuscia, Viterbo, 01100, Italy.,Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy
| | - Natalia Vygodskaya
- A.N. Severtsov Institute of Ecology and Evolution, Russian Academy of Sciences, Moscow, 119071, Russia
| | - Jeffrey P Walker
- Department of Civil Engineering, Monash University, Clayton, 3800, Australia
| | - Elizabeth Walter-Shea
- School of Natural Resources, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA
| | - Huimin Wang
- Key Laboratory of Ecosystem Network Observation and Modeling, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China
| | - Robin Weber
- ESPM, University of California Berkeley, Berkeley, CA, 94720, USA
| | - Sebastian Westermann
- Instituto de Clima y Agua, Instituto Nacional de Tecnologia Agropecuaria (INTA), Buenos Aires, 1686, Argentina
| | - Christian Wille
- Remote Sensing and Geoinformatics, GFZ German Research Centre for Geosciences, Potsdam, 14473, Germany
| | - Steven Wofsy
- School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, 02138, USA.,Department of Earth and Planetary Sciences, Harvard University, Cambridge, MA, 02138, USA
| | - Georg Wohlfahrt
- Department of Ecology, University of Innsbruck, Innsbruck, 6020, Austria
| | - Sebastian Wolf
- Department of Environmental Systems Science, ETH Zurich, Zurich, 8092, Switzerland
| | - William Woodgate
- CSIRO Land and Water, Canberra, 2601, Australia.,School of Earth and Environmental Sciences, The University of Queensland, St Lucia, 4072, Australia
| | - Yuelin Li
- South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, 510650, China
| | - Roberto Zampedri
- Department of Sustainable Agro-ecosystems and Bioresources, Research and Innovation Centre, Fondazione Edmund Mach, San Michele All'adige, 38010, Italy
| | - Junhui Zhang
- Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang, 110016, China
| | - Guoyi Zhou
- College of Applied Meteorology, Nanjing University of Information Science & Technology, Nanjing, 210044, China
| | - Donatella Zona
- Global Change Research Group, Dept. Biology, San Diego State University, San Diego, CA, 92182, USA.,Department of Animal and Plant Sciences, University of Sheffield, Sheffield, S102TN, United Kingdom
| | - Deb Agarwal
- Computational Research Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Sebastien Biraud
- Climate & Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Margaret Torn
- Climate & Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Dario Papale
- DIBAF, University of Tuscia, Viterbo, 01100, Italy. .,Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, 73100, Italy.
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