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Gitelson A, Arkebauer T, Solovchenko A, Nguy-Robertson A, Inoue Y. An insight into spectral composition of light available for photosynthesis via remotely assessed absorption coefficient at leaf and canopy levels. Photosynth Res 2021; 151:10.1007/s11120-021-00863-x. [PMID: 34319558 DOI: 10.1007/s11120-021-00863-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Accepted: 07/12/2021] [Indexed: 06/13/2023]
Abstract
Non-invasive comparative analysis of the spectral composition of energy absorbed by crop species at leaf and plant levels was carried out using the absorption coefficient retrieved from leaf and plant reflectance as an informative metric. In leaves of three species with contrasting leaf structures and photosynthetic pathways (maize, soybean, and rice), the blue, green, and red fractions of leaf absorption coefficients were 48, 20, and 32%, respectively. The fraction of green light in the total budget of light absorbed at the plant level was higher than at the leaf level approaching the size of the red fraction (24% green vs. 25.5% red) and surpassing it inside the canopy. The plant absorption coefficient in the far-red region (700-750 nm) was significant reaching 7-10% of the absorption coefficient in green or red regions. The spectral composition of the absorbed light in the three species was virtually the same. Fractions of light in absorbed PAR remained almost invariant during growing season over a wide range of plant chlorophyll content. Fractions of absorption coefficient in the green, red, and far-red were in accord with published results of quantum yield for CO2 fixation on an absorbed light basis. The role of green and far-red light in photosynthesis was demonstrated in simple experiments in natural conditions. The results show the potential for using leaf and plant absorption coefficients retrieved from reflectance to quantify photosynthesis in each spectral range.
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Affiliation(s)
- Anatoly Gitelson
- School of Natural Resources, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA.
| | - Timothy Arkebauer
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA
| | - Alexei Solovchenko
- Faculty of Biology, Lomonosov Moscow State University, GSP-1, Moscow, Russia, 119234.
- Michurin Federal Scientific Center, Michurinsk, Russia, 393760.
- Institute of Natural Sciences, Derzhavin Tambov State University, Tambov, Russia, 392000.
| | | | - Yoshio Inoue
- Graduate School of Engineering, The University of Tokyo, Tokyo, 113-8656, Japan
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2
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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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Gitelson A, Solovchenko A, Viña A. Foliar absorption coefficient derived from reflectance spectra: A gauge of the efficiency of in situ light-capture by different pigment groups. J Plant Physiol 2020; 254:153277. [PMID: 32979788 DOI: 10.1016/j.jplph.2020.153277] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [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: 06/22/2020] [Revised: 08/16/2020] [Accepted: 09/03/2020] [Indexed: 05/11/2023]
Abstract
The absorption of Photosynthetically Active Radiation (PAR) by different foliar pigments defines the amount of energy available for photosynthesis and also the need for photoprotection. Both characteristics reveal essential information about productivity, development, and stress acclimation of plants. Here we present an approach for the estimation of the efficiency by three foliar pigment groups (chlorophylls, carotenoids, and anthocyanins) at capturing light, via the absorption coefficient derived from leaf reflectance spectra. The absorption coefficient (and hence light capture efficiency) of the pigment is quantitatively related to the ratio of light absorbed by each pigment group over the total amount of light absorbed by the leaf. The proposed approach allows discerning the contribution of pigment groups to the overall light absorption, despite the strong interference by other pigments with overlapping absorption spectra. For photosynthetic pigments, like chlorophylls, this is indicative of the energy captured for photosynthesis and hence of potential plant productivity. For photoprotective pigments, like anthocyanins or secondary carotenoids, it gives information about the spectral ranges where their optical screening works best and their screening capacity. In addition, the approach allows the selection of optimal spectral bands where different pigments operate. Such information improves our understanding of the phenological, physiological and photosynthetic dynamics of plants over space and through time, useful for developing better monitoring and management strategies.
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Affiliation(s)
- Anatoly Gitelson
- School of Natural Resources, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA; Israel Institute of Technology (Technion), Haifa, 3200003, Israel.
| | - Alexei Solovchenko
- Departament of Bioengineering, Faculty of Biology, Lomonosov Moscow State University, 119234, Moscow, Russia; Laboratory of Precision Horticulture Technologies, Michurin Federal Scientific Centre, 393760, Michurinsk, Russia; Institute of Natural Sciences, Derzhavin Tambov State University, 392000, Tambov, Russia
| | - Andrés Viña
- Center for Systems Integration and Sustainability, Department of Fisheries and Wildlife, Michigan State University, Lansing, MI, 48823, USA; Geography Department, University of North Carolina, Chapel Hill, NC, 27599, USA
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4
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Gitelson A. Towards a generic approach to remote non-invasive estimation of foliar carotenoid-to-chlorophyll ratio. J Plant Physiol 2020; 252:153227. [PMID: 32683162 DOI: 10.1016/j.jplph.2020.153227] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [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: 12/02/2019] [Revised: 05/20/2020] [Accepted: 07/01/2020] [Indexed: 05/27/2023]
Abstract
Changes of chlorophyll (Chl) and carotenoid (Car) contents and their ratio (Car/Chl) represent a sensitive indicator of vegetation photosynthetic activity, developmental changes, and stress responses. The goal of this study was to design methods for estimating Car/Chl in plants across species, seasonal changes and ontogenetic phases requiring no species-specific parameterization. Four tree species (maple, chestnut, beech, and elm), wild vine shrub, and two crops species (maize and soybean) featuring contrasting leaf structure and photosynthetic pathways, a wide variation of pigment content and composition were studied. Two models based on leaf pigment absorption coefficients retrieved from reflectance spectra were proposed and tested. The first model uses the ratio of absorption coefficients at 500 and 700 nm and the second one-the difference between absorption coefficients at 500 and 660 nm. Both models accurately described Car/Chl changes in the range from 0.15 to 0.6 with determination coefficients R2 of 0.87 for the first model and 0.82 for the second; algorithms for Car/Chl estimation did not require parameterization for each species accurately assessing Car/Chl with normalized root mean square error below 11 % and 14 %, respectively. The findings of a close relationship between leaf absorption coefficients, retrieved from reflectance, and Car/Chl present the first step towards accurate generic quantification of pigment composition and hence the progression of developmental stages, impact of stresses, and potential photosynthetic activity.
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Affiliation(s)
- Anatoly Gitelson
- Faculty of Civil & Environmental Engineering, Israel Institute of Technology (TECHNION), Haifa, Israel; School of Natural Resources, University of Nebraska-Lincoln, Lincoln, NE, USA.
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5
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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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Gitelson A, Solovchenko A. Non-invasive quantification of foliar pigments: Possibilities and limitations of reflectance- and absorbance-based approaches. J Photochem Photobiol B 2017; 178:537-544. [PMID: 29247926 DOI: 10.1016/j.jphotobiol.2017.11.023] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/13/2017] [Revised: 11/14/2017] [Accepted: 11/16/2017] [Indexed: 10/18/2022]
Abstract
Established reflectance-based approaches for estimation of foliar pigment contents assume close relationship between leaf absorbance and reflectance. Complex organization and high pigment content of leaves may lead to violation of the essential assumptions under Kubleka-Munk theory relating reflectance and absorbance. We compared relationships of absorbance and reciprocal reflectance vs. pigment content in leaves collected across species, developmental stages and physiological states. As a result, limitations of reflectance-based spectroscopy for pigment quantification were revealed. We deduced in situ absorbance of foliar chlorophylls, carotenoids, and flavonoids (including red-colored anthocyanins) and introduced a concept of specific spectral response of the optical properties to each pigment group. Quantitative criteria of spectral range selection for the absorbance- and reflectance-based techniques yielding effect of each pigment on the background of other pigment absorption were suggested and validated. We argue that absorbance- and reflectance-based approaches to pigment estimation complement each other and can be used synergistically in advanced models for accurate estimating foliar pigments. The study provides a deeper insight into interception of light by photosynthetic and photoprotective pigments as function of physiological condition and developmental stage, which is important for plant biology as well as knowledge-driven selection of spectral bands for noninvasive pigment estimation models.
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Affiliation(s)
- Anatoly Gitelson
- Faculty of Civil and Environmental Engineering, Israel Institute of Technology, Technion City, Haifa, Israel.
| | - Alexei Solovchenko
- Department of Bioengineering, Faculty of Biology, M.V. Lomonosov Moscow State University 1/12 Leninskie Gory, Moscow, Russia; Michurin Federal Scientific Centre, 30 Michurina str., Michurinsk, Russia.
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Gitelson A, Chivkunova O, Zhigalova T, Solovchenko A. In situ optical properties of foliar flavonoids: Implication for non-destructive estimation of flavonoid content. J Plant Physiol 2017; 218:258-264. [PMID: 28915504 DOI: 10.1016/j.jplph.2017.08.009] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [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: 07/07/2017] [Revised: 08/26/2017] [Accepted: 08/27/2017] [Indexed: 05/11/2023]
Abstract
Flavonoids are a ubiquitous multifunctional group of phenolics of paramount importance for the terrestrial plants involved in protection from biotic and abiotic stresses, color and chemical signaling and other functions. Deciphering of in situ absorption of foliar Flv is important but was thought to be impossible due to a strong overlap with other pigments, complex in situ chemistry of Flv and sophisticated leaf optics. We deduced in situ absorbance of foliar Flv and introduced a concept of specific absorbance spectrum indicative of each pigment group contribution to light absorption and provided a rationale for the choice of spectral bands for non-destructive assessment of Flv in leaves with variable content of other pigments including anthocyanins. Only a narrow band 400-430nm was suitable for Flv assessment, however the effect of other pigments remained substantial, so subtraction of their contribution was necessary. The devised leaf absorbance-based algorithm allowed estimating Flv with error below 21%. Absorption by Flv in plant tissues might extend into the blue and can be commensurate to that of chlorophylls and carotenoids. The potential capacity of Flv to shield the cell in situ from the visible light might be essential for assessments of high light stress tolerance of plants.
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Affiliation(s)
- Anatoly Gitelson
- Faculty of Civil and Environmental Engineering, Israel Institute of Technology, Technion City, Haifa, Israel.
| | - Olga Chivkunova
- Department of Bioengineering, Faculty of Biology, M.V. Lomonosov Moscow State University 1/12 Leninskie Gori, Moscow, Russia
| | - Tatiana Zhigalova
- Department of Bioengineering, Faculty of Biology, M.V. Lomonosov Moscow State University 1/12 Leninskie Gori, Moscow, Russia
| | - Alexei Solovchenko
- Department of Bioengineering, Faculty of Biology, M.V. Lomonosov Moscow State University 1/12 Leninskie Gori, Moscow, Russia; Michurin Federal Scientific Centre, 30 Michurina str., Michurinsk, Russia.
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Inoue Y, Guérif M, Baret F, Skidmore A, Gitelson A, Schlerf M, Darvishzadeh R, Olioso A. Simple and robust methods for remote sensing of canopy chlorophyll content: a comparative analysis of hyperspectral data for different types of vegetation. Plant Cell Environ 2016; 39:2609-2623. [PMID: 27650474 DOI: 10.1111/pce.12815] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [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: 04/28/2016] [Accepted: 08/02/2016] [Indexed: 05/07/2023]
Abstract
Canopy chlorophyll content (CCC) is an essential ecophysiological variable for photosynthetic functioning. Remote sensing of CCC is vital for a wide range of ecological and agricultural applications. The objectives of this study were to explore simple and robust algorithms for spectral assessment of CCC. Hyperspectral datasets for six vegetation types (rice, wheat, corn, soybean, sugar beet and natural grass) acquired in four locations (Japan, France, Italy and USA) were analysed. To explore the best predictive model, spectral index approaches using the entire wavebands and multivariable regression approaches were employed. The comprehensive analysis elucidated the accuracy, linearity, sensitivity and applicability of various spectral models. Multivariable regression models using many wavebands proved inferior in applicability to different datasets. A simple model using the ratio spectral index (RSI; R815, R704) with the reflectance at 815 and 704 nm showed the highest accuracy and applicability. Simulation analysis using a physically based reflectance model suggested the biophysical soundness of the results. The model would work as a robust algorithm for canopy-chlorophyll-metre and/or remote sensing of CCC in ecosystem and regional scales. The predictive-ability maps using hyperspectral data allow not only evaluation of the relative significance of wavebands in various sensors but also selection of the optimal wavelengths and effective bandwidths.
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Affiliation(s)
- Yoshio Inoue
- National Institute for Agro-Environmental Sciences, Tsukuba, Japan
| | | | | | | | | | - Martin Schlerf
- Luxembourg Institute of Science and Technology, Belval, Luxembourg
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Zhang Y, Guanter L, Berry JA, Joiner J, van der Tol C, Huete A, Gitelson A, Voigt M, Köhler P. Estimation of vegetation photosynthetic capacity from space-based measurements of chlorophyll fluorescence for terrestrial biosphere models. Glob Chang Biol 2014; 20:3727-3742. [PMID: 24953485 DOI: 10.1111/gcb.12664] [Citation(s) in RCA: 89] [Impact Index Per Article: 8.9] [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: 03/11/2014] [Revised: 06/09/2014] [Accepted: 06/11/2014] [Indexed: 06/03/2023]
Abstract
Photosynthesis simulations by terrestrial biosphere models are usually based on the Farquhar's model, in which the maximum rate of carboxylation (Vcmax ) is a key control parameter of photosynthetic capacity. Even though Vcmax is known to vary substantially in space and time in response to environmental controls, it is typically parameterized in models with tabulated values associated to plant functional types. Remote sensing can be used to produce a spatially continuous and temporally resolved view on photosynthetic efficiency, but traditional vegetation observations based on spectral reflectance lack a direct link to plant photochemical processes. Alternatively, recent space-borne measurements of sun-induced chlorophyll fluorescence (SIF) can offer an observational constraint on photosynthesis simulations. Here, we show that top-of-canopy SIF measurements from space are sensitive to Vcmax at the ecosystem level, and present an approach to invert Vcmax from SIF data. We use the Soil-Canopy Observation of Photosynthesis and Energy (SCOPE) balance model to derive empirical relationships between seasonal Vcmax and SIF which are used to solve the inverse problem. We evaluate our Vcmax estimation method at six agricultural flux tower sites in the midwestern US using spaced-based SIF retrievals. Our Vcmax estimates agree well with literature values for corn and soybean plants (average values of 37 and 101 μmol m(-2) s(-1) , respectively) and show plausible seasonal patterns. The effect of the updated seasonally varying Vcmax parameterization on simulated gross primary productivity (GPP) is tested by comparing to simulations with fixed Vcmax values. Validation against flux tower observations demonstrate that simulations of GPP and light use efficiency improve significantly when our time-resolved Vcmax estimates from SIF are used, with R(2) for GPP comparisons increasing from 0.85 to 0.93, and for light use efficiency from 0.44 to 0.83. Our results support the use of space-based SIF data as a proxy for photosynthetic capacity and suggest the potential for global, time-resolved estimates of Vcmax .
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Affiliation(s)
- Yongguang Zhang
- Institute for Space Sciences, Free University of Berlin, Berlin, 12165, Germany
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Gitelson A, Qiuang H, Richmond A. Photic Volume in Photobioreactors Supporting Ultrahigh Population Densities of the Photoautotroph Spirulina platensis. Appl Environ Microbiol 2010; 62:1570-3. [PMID: 16535309 PMCID: PMC1388847 DOI: 10.1128/aem.62.5.1570-1573.1996] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Characterization of the photic zone and light penetration depth in cultures with ultrahigh cell densities represents a major issue in mass cultures of phytoautotrophic microorganisms grown in enclosed photobioreactors. In a study of the effect of underwater optical properties on the penetration depth of photosynthetically active radiation, the inherent optical properties of algal suspensions, i.e., absorption and scattering coefficients, as well as their apparent optical properties, i.e., the reflectance and the vertical attenuation coefficient of downwelling irradiance, were determined by using high-spectral-resolution radiometric measurements. The vertical attenuation coefficient was used to estimate quantitatively the depth of light penetration into a reactor containing an ultrahigh cell density (chlorophyll concentration, up to 300,000 mg m(sup-3)). For such a high cell density, the photic volume in the reactor was found to be extremely small; nevertheless, it differed between the blue and red light (less than 0.06 mm) and the green light (about 0.5 mm). This suggests a singular role for green light under the unique circumstances existing in ultrahigh-cell-density cultures of photoautotrophs.
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Ciganda V, Gitelson A, Schepers J. Non-destructive determination of maize leaf and canopy chlorophyll content. J Plant Physiol 2009; 166:157-67. [PMID: 18541334 DOI: 10.1016/j.jplph.2008.03.004] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/19/2008] [Revised: 03/28/2008] [Accepted: 03/31/2008] [Indexed: 05/20/2023]
Abstract
The objective of this study was to develop a rapid non-destructive technique to estimate total chlorophyll (Chl) content in a maize canopy using Chl content in a single leaf. The approach was (1) to calibrate and validate a reflectance-based non-destructive technique to estimate leaf Chl in maize; (2) to quantify the relative contribution of each leaf Chl to the total Chl in the canopy; and (3) to establish a relationship between leaf Chl content and total Chl in a maize canopy. The Red Edge Chlorophyll Index CI(red edge)=(R(NIR)/R(red edge))-1 based on reflectances, R, in the red edge (720-730nm) and near infrared (770-800nm) was found to be an accurate measure of maize leaf Chl. It was able to predict leaf Chl ranging from 10 to 805mgChlm(-2) with root mean-square error less than 38mgChlm(-2). Relationships between Chl content in each maize leaf and total canopy Chl content were established and showed that Chl in the collar leaf before silking or ear leaves explained more than 80% and 87% of the variation in total Chl in a maize canopy, respectively. Thus, non-destructive measurements of both reflectance and area of a single leaf (either collar or ear) can be used to accurately estimate total Chl content in a maize canopy.
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Affiliation(s)
- Verónica Ciganda
- Center for Advanced Land Management Information Technology (CALMIT), School of Natural Resources, University of Nebraska-Lincoln, 303 Hardin Hall, 3310 Holdrege, Lincoln, NE 68583-0973, USA
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Gitelson A, Stark R, Dor I, Michelson O, Yacobi YZ. Optical characteristics of the phototroph Thiocapsa roseopersicina and implications for real-time monitoring of the bacteriochlorophyll concentration. Appl Environ Microbiol 1999; 65:3392-7. [PMID: 10427024 PMCID: PMC91509 DOI: 10.1128/aem.65.8.3392-3397.1999] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Optical characteristics of a Thiocapsa roseopersicina culture and environmental samples containing T. roseopersicina were investigated in the spectral range of 400 to 1,100 nm (absorption coefficient, diffuse attenuation coefficient, and reflectance). Specific absorption coefficients of T. roseopersicina at wavelengths of 480, 520, 550, 580, 805, 860, and 880 nm were determined. It is suggested that the optical properties of T. roseopersicina in the near-infrared range of 800 to 930 nm, confirmed in this study, may be used for development of remote sensing techniques for real-time monitoring of T. roseopersicina and other bacteriochlorophyll a-containing microbes.
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Affiliation(s)
- A Gitelson
- Remote Sensing Laboratory, J. Blaustein Institute for Desert Research and Department of Geological and Environmental Sciences, Ben-Gurion University of the Negev, Sde-Boker 84990, Israel.
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Gitelson A, Merzlyak MN. Quantitative estimation of chlorophyll-a using reflectance spectra: Experiments with autumn chestnut and maple leaves. Journal of Photochemistry and Photobiology B: Biology 1994. [DOI: 10.1016/1011-1344(93)06963-4] [Citation(s) in RCA: 319] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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14
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Kaufman YJ, Gitelson A, Karnieli A, Ganor E, Fraser RS, Nakajima T, Mattoo S, Holben BN. Size distribution and scattering phase function of aerosol particles retrieved from sky brightness measurements. ACTA ACUST UNITED AC 1994. [DOI: 10.1029/94jd00229] [Citation(s) in RCA: 172] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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