Sökning: WFRF:(Dolman Han) > Statistical upscali...
Fältnamn | Indikatorer | Metadata |
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000 | 08977naa a2201045 4500 | |
001 | oai:lup.lub.lu.se:5eb7eac8-80c0-4c81-8b3d-6621ae9ad588 | |
003 | SwePub | |
008 | 210712s2021 | |||||||||||000 ||eng| | |
009 | oai:slubar.slu.se:112545 | |
024 | 7 | a https://lup.lub.lu.se/record/5eb7eac8-80c0-4c81-8b3d-6621ae9ad5882 URI |
024 | 7 | a https://doi.org/10.1111/gcb.156592 DOI |
024 | 7 | a https://res.slu.se/id/publ/1125452 URI |
040 | a (SwePub)lud (SwePub)slu | |
041 | a engb eng | |
042 | 9 SwePub | |
072 | 7 | a art2 swepub-publicationtype |
072 | 7 | a ref2 swepub-contenttype |
100 | 1 | a Virkkala, Anna Mariau University of Helsinki4 aut |
245 | 1 0 | a Statistical upscaling of ecosystem CO2 fluxes across the terrestrial tundra and boreal domain : Regional patterns and uncertainties |
264 | c 2021-06-10 | |
264 | 1 | b Wiley,c 2021 |
520 | a The regional variability in tundra and boreal carbon dioxide (CO2) fluxes can be high, complicating efforts to quantify sink-source patterns across the entire region. Statistical models are increasingly used to predict (i.e., upscale) CO2 fluxes across large spatial domains, but the reliability of different modeling techniques, each with different specifications and assumptions, has not been assessed in detail. Here, we compile eddy covariance and chamber measurements of annual and growing season CO2 fluxes of gross primary productivity (GPP), ecosystem respiration (ER), and net ecosystem exchange (NEE) during 1990–2015 from 148 terrestrial high-latitude (i.e., tundra and boreal) sites to analyze the spatial patterns and drivers of CO2 fluxes and test the accuracy and uncertainty of different statistical models. CO2 fluxes were upscaled at relatively high spatial resolution (1 km2) across the high-latitude region using five commonly used statistical models and their ensemble, that is, the median of all five models, using climatic, vegetation, and soil predictors. We found the performance of machine learning and ensemble predictions to outperform traditional regression methods. We also found the predictive performance of NEE-focused models to be low, relative to models predicting GPP and ER. Our data compilation and ensemble predictions showed that CO2 sink strength was larger in the boreal biome (observed and predicted average annual NEE −46 and −29 g C m−2 yr−1, respectively) compared to tundra (average annual NEE +10 and −2 g C m−2 yr−1). This pattern was associated with large spatial variability, reflecting local heterogeneity in soil organic carbon stocks, climate, and vegetation productivity. The terrestrial ecosystem CO2 budget, estimated using the annual NEE ensemble prediction, suggests the high-latitude region was on average an annual CO2 sink during 1990–2015, although uncertainty remains high. | |
650 | 7 | a NATURVETENSKAPx Geovetenskap och miljövetenskap0 (SwePub)1052 hsv//swe |
650 | 7 | a NATURAL SCIENCESx Earth and Related Environmental Sciences0 (SwePub)1052 hsv//eng |
650 | 7 | a NATURVETENSKAPx Biologix Ekologi0 (SwePub)106112 hsv//swe |
650 | 7 | a NATURAL SCIENCESx Biological Sciencesx Ecology0 (SwePub)106112 hsv//eng |
653 | a Arctic | |
653 | a CO balance | |
653 | a empirical | |
653 | a greenhouse gas | |
653 | a land | |
653 | a permafrost | |
653 | a remote sensing | |
700 | 1 | a Aalto, Juhau University of Helsinki,Finnish Meteorological Institute4 aut |
700 | 1 | a Marushchak, Maijau University of Texas at El Paso,University of Eastern Finland,University of Jyväskylä4 aut0 (Swepub:lu)ma3875ma |
700 | 1 | a Tagesson, Torbernu Lund University,Lunds universitet,BECC: Biodiversity and Ecosystem services in a Changing Climate,Centrum för miljö- och klimatvetenskap (CEC),Naturvetenskapliga fakulteten,Institutionen för naturgeografi och ekosystemvetenskap,Centre for Environmental and Climate Science (CEC),Faculty of Science,Dept of Physical Geography and Ecosystem Science,University of Copenhagen4 aut0 (Swepub:lu)to5874ta |
700 | 1 | a Treat, Claire C.u Alfred-Wegener Institute, Helmholtz Center for Polar and Marine Research, Bremerhaven4 aut |
700 | 1 | a Natali, Susan M.4 aut |
700 | 1 | a Watts, Jennifer D.4 aut |
700 | 1 | a Potter, Stefano4 aut |
700 | 1 | a Lehtonen, Aleksiu Natural Resources Institute Finland (Luke)4 aut |
700 | 1 | a Mauritz, Margueriteu University of Texas at El Paso,Trent University4 aut |
700 | 1 | a Schuur, Edward A.G.u Northern Arizona University4 aut |
700 | 1 | a Kochendorfer, John4 aut |
700 | 1 | a Zona, Donatellau University of Sheffield,San Diego State University4 aut |
700 | 1 | a Oechel, Walteru University of Exeter,San Diego State University4 aut |
700 | 1 | a Kobayashi, Hidekiu Japan Agency for Marine-Earth Science and Technology4 aut |
700 | 1 | a Humphreys, Elynu Carleton University4 aut |
700 | 1 | a Goeckede, Mathiasu Max Planck Institute for Biogeochemistry4 aut |
700 | 1 | a Iwata, Hirokiu Shinshu University4 aut |
700 | 1 | a Lafleur, Peter M.u Trent University4 aut |
700 | 1 | a Euskirchen, Eugenie S.u University of Alaska Fairbanks4 aut |
700 | 1 | a Bokhorst, Stefu Vrije Universiteit Amsterdam4 aut |
700 | 1 | a Marushchak, Maijau University of Eastern Finland,University of Jyväskylä4 aut0 (Swepub:lu)ma3875ma |
700 | 1 | a Martikainen, Pertti J.u Swedish University of Agricultural Sciences,Sveriges lantbruksuniversitet,Institutionen för skogens ekologi och skötsel,Department of Forest Ecology and Management,University of Eastern Finland4 aut |
700 | 1 | a Elberling, Bou University of Copenhagen4 aut |
700 | 1 | a Voigt, Carolinau University Of Quebec In Montreal,University of Eastern Finland4 aut |
700 | 1 | a Biasi, Christinau University of Eastern Finland4 aut |
700 | 1 | a Sonnentag, Oliveru University Of Quebec In Montreal4 aut0 (Swepub:lu)ol3828so |
700 | 1 | a Parmentier, Frans Jan W.u Lund University,Lunds universitet,MERGE: ModElling the Regional and Global Earth system,Centrum för miljö- och klimatvetenskap (CEC),Naturvetenskapliga fakulteten,Institutionen för naturgeografi och ekosystemvetenskap,Centre for Environmental and Climate Science (CEC),Faculty of Science,Dept of Physical Geography and Ecosystem Science,University of Oslo4 aut0 (Swepub:lu)nate-fpm |
700 | 1 | a Ueyama, Masahito4 aut |
700 | 1 | a Celis, Gerardou Florida Museum Natural History4 aut |
700 | 1 | a St.Louis, Vincent L.u University of Alberta4 aut |
700 | 1 | a Emmerton, Craig A.u University of Alberta4 aut |
700 | 1 | a Peichl, Matthiasu Sveriges lantbruksuniversitet,Swedish University of Agricultural Sciences,Institutionen för skogens ekologi och skötsel,Department of Forest Ecology and Management4 aut0 (Swepub:slu)48058 |
700 | 1 | a Chi, Jinshuu Sveriges lantbruksuniversitet,Swedish University of Agricultural Sciences,Institutionen för skogens ekologi och skötsel,Department of Forest Ecology and Management4 aut |
700 | 1 | a Järveoja, Järviu Swedish University of Agricultural Sciences4 aut |
700 | 1 | a Nilsson, Matsu Sveriges lantbruksuniversitet,Swedish University of Agricultural Sciences,Institutionen för skogens ekologi och skötsel,Department of Forest Ecology and Management4 aut0 (Swepub:slu)47620 |
700 | 1 | a Oberbauer, Steven F.u Florida International University4 aut |
700 | 1 | a Torn, Margaret S.u Lawrence Berkeley National Laboratory4 aut |
700 | 1 | a Park, Sang Jongu Korea Polar Research Institute4 aut |
700 | 1 | a Dolman, Hanu Vrije Universiteit Amsterdam4 aut |
700 | 1 | a Mammarella, Ivanu University of Helsinki4 aut |
700 | 1 | a Chae, Namyiu Korea University4 aut |
700 | 1 | a Poyatos, Rafaelu Autonomous University of Barcelona,Centre for Ecological Research and Forestry (CERAF)4 aut |
700 | 1 | a López-Blanco, Efrénu Aarhus University,Greenland Institute of Natural Resources4 aut |
700 | 1 | a Christensen, Torben Røjleu Aarhus University4 aut0 (Swepub:lu)ekol-tch |
700 | 1 | a Kwon, Min Jungu Laboratoire des Sciences du Climat et de l'Environnement,Korea Polar Research Institute4 aut |
700 | 1 | a Sachs, Torstenu GFZ German Research Centre for Geosciences4 aut |
700 | 1 | a Holl, Davidu University of Hamburg4 aut |
700 | 1 | a Luoto, Miskau University of Helsinki4 aut |
710 | 2 | a University of Helsinkib Finnish Meteorological Institute4 org |
710 | 2 | a Sveriges lantbruksuniversitet |
773 | 0 | t Global Change Biologyd : Wileyg 27:17, s. 4040-4059q 27:17<4040-4059x 1354-1013x 1365-2486 |
856 | 4 | u http://dx.doi.org/10.1111/gcb.15659x freey FULLTEXT |
856 | 4 | u https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/gcb.15659 |
856 | 4 | u https://pub.epsilon.slu.se/id/eprint/25505/contentsx primaryx Raw objectx freey FULLTEXT |
856 | 4 8 | u https://lup.lub.lu.se/record/5eb7eac8-80c0-4c81-8b3d-6621ae9ad588 |
856 | 4 8 | u https://doi.org/10.1111/gcb.15659 |
856 | 4 8 | u https://res.slu.se/id/publ/112545 |
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