The Boreal-Arctic Wetland and Lake Dataset (BAWLD)
Methane emissions from boreal and arctic wetlands, lakes, and rivers are expected to increase in response to warming and associated permafrost thaw. However, the lack of appropriate land cover datasets for scaling field-measured methane emissions to circumpolar scales has contributed to a large unce...
Published in: | Earth System Science Data |
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Main Authors: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
Format: | Article in Journal/Newspaper |
Language: | English |
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Linköpings universitet, Tema Miljöförändring
2021
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Subjects: | |
Online Access: | http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-181193 https://doi.org/10.5194/essd-13-5127-2021 |
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English |
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Physical Geography Naturgeografi |
spellingShingle |
Physical Geography Naturgeografi Olefeldt, David Hovemyr, Mikael Kuhn, McKenzie A. Bastviken, David Bohn, Theodore J. Connolly, John Crill, Patrick Euskirchen, Eugenie S. Finkelstein, Sarah A. Genet, Helene Grosse, Guido Harris, Lorna I Heffernan, Liam Helbig, Manuel Hugelius, Gustaf Hutchins, Ryan Juutinen, Sari Lara, Mark J. Malhotra, Avni Manies, Kristen McGuire, A. David Natali, Susan M. ODonnell, Jonathan A. Parmentier, Frans-Jan W. Raesaenen, Aleksi Schaedel, Christina Sonnentag, Oliver Strack, Maria Tank, Suzanne E. Treat, Claire Varner, Ruth K. Virtanen, Tarmo Warren, Rebecca K. Watts, Jennifer D. The Boreal-Arctic Wetland and Lake Dataset (BAWLD) |
topic_facet |
Physical Geography Naturgeografi |
description |
Methane emissions from boreal and arctic wetlands, lakes, and rivers are expected to increase in response to warming and associated permafrost thaw. However, the lack of appropriate land cover datasets for scaling field-measured methane emissions to circumpolar scales has contributed to a large uncertainty for our understanding of present-day and future methane emissions. Here we present the BorealArctic Wetland and Lake Dataset (BAWLD), a land cover dataset based on an expert assessment, extrapolated using random forest modelling from available spatial datasets of climate, topography, soils, permafrost conditions, vegetation, wetlands, and surface water extents and dynamics. In BAWLD, we estimate the fractional coverage of five wetland, seven lake, and three river classes within 0.5 x 0.5 degrees grid cells that cover the northern boreal and tundra biomes (17 % of the global land surface). Land cover classes were defined using criteria that ensured distinct methane emissions among classes, as indicated by a co-developed comprehensive dataset of methane flux observations. In BAWLD, wetlands occupied 3.2 x 10(6) km(2) (14 % of domain) with a 95 % confidence interval between 2.8 and 3.8 x 10(6) km(2). Bog, fen, and permafrost bog were the most abundant wetland classes, covering similar to 28 % each of the total wetland area, while the highest-methane-emitting marsh and tundra wetland classes occupied 5 % and 12 %, respectively. Lakes, defined to include all lentic open-water ecosystems regardless of size, covered 1.4 x 10(6) km(2) (6 % of domain). Low-methane-emitting large lakes (>10 km(2)) and glacial lakes jointly represented 78 % of the total lake area, while high-emitting peatland and yedoma lakes covered 18 % and 4 %, respectively. Small (<0.1 km(2)) glacial, peatland, and yedoma lakes combined covered 17 % of the total lake area but contributed disproportionally to the overall spatial uncertainty in lake area with a 95 % confidence interval between 0.15 and 0.38 x 10(6) km(2). Rivers and streams were estimated to cover 0.12 x 10(6) km(2) (0.5 % of domain), of which 8 % was associated with high-methane-emitting headwaters that drain organic-rich landscapes. Distinct combinations of spatially co-occurring wetland and lake classes were identified across the BAWLD domain, allowing for the mapping of "wetscapes" that have characteristic methane emission magnitudes and sensitivities to climate change at regional scales. With BAWLD, we provide a dataset which avoids double-accounting of wetland, lake, and river extents and which includes confidence intervals for each land cover class. As such, BAWLD will be suitable for many hydrological and biogeochemical modelling and upscaling efforts for the northern boreal and arctic region, in particular those aimed at improving assessments of current and future methane emissions. Funding Agencies|National Science and Engineering Research Council of Canada (NSERC)Natural Sciences and Engineering Research Council of Canada (NSERC) [RGPIN-2016-04688]; Campus Alberta Innovates Program; ERCEuropean Research Council (ERC)European Commission [851181, 725546]; Helmholtz Impulse and Networking Fund; Gordon and Betty Moore FoundationGordon and Betty Moore Foundation [GBMF5439, 839]; Swedish Research Council VRSwedish Research Council [2016-04829]; Norwegian Research CouncilResearch Council of NorwayEuropean Commission [274711]; Swedish Research CouncilSwedish Research CouncilEuropean Commission [201705268]; BMBF KoPf Synthesis projectFederal Ministry of Education & Research (BMBF) [03F0834B]; NASA Earth Science [NNH17ZDA001N]; NSF-EnvE [1928048]; Natural Sciences and Engineering Research Council of Canada (NSERC) through the Canada Research Chairs programNatural Sciences and Engineering Research Council of Canada (NSERC); National Aeronautics and Space Administration IDS program (NASA) [NNX17AK10G]; Environment and Climate Change Canada; Canadian Space AgencyCanadian Space Agency; Government of Alberta; Government of Saskatchewan; US Forest ServiceUnited States Department of Agriculture (USDA)United States Forest Service; US Fish and Wildlife ServiceUS Fish & Wildlife Service; PEW Charitable Trusts; Canadian Boreal Initiative; Alberta-Pacific Forest Industries Inc.; Mistik Management Ltd.; Louisiana-Pacific; Forest Products Association of Canada; Weyerhaeuser; Lakeland Industry and Community; Encana; Imperial Oil; Devon Energy Corporation; Shell Canada Energy; Suncor Foundation; Treaty 8 Tribal Corporation ("Akaitcho"); Dehcho First Nations; NSF PLR Arctic System Science Research Networking Activities (RNA) Permafrost Carbon Network: Synthesizing Flux Observations for Benchmarking Model Projections of Permafrost Carbon Exchange [1931333]; Swedish Research Council FORMASSwedish Research CouncilSwedish Research Council Formas [2018-01794]; Natural Sciences and Engineering Research Council of CanadaNatural Sciences and Engineering Research Council of Canada (NSERC)CGIAR |
format |
Article in Journal/Newspaper |
author |
Olefeldt, David Hovemyr, Mikael Kuhn, McKenzie A. Bastviken, David Bohn, Theodore J. Connolly, John Crill, Patrick Euskirchen, Eugenie S. Finkelstein, Sarah A. Genet, Helene Grosse, Guido Harris, Lorna I Heffernan, Liam Helbig, Manuel Hugelius, Gustaf Hutchins, Ryan Juutinen, Sari Lara, Mark J. Malhotra, Avni Manies, Kristen McGuire, A. David Natali, Susan M. ODonnell, Jonathan A. Parmentier, Frans-Jan W. Raesaenen, Aleksi Schaedel, Christina Sonnentag, Oliver Strack, Maria Tank, Suzanne E. Treat, Claire Varner, Ruth K. Virtanen, Tarmo Warren, Rebecca K. Watts, Jennifer D. |
author_facet |
Olefeldt, David Hovemyr, Mikael Kuhn, McKenzie A. Bastviken, David Bohn, Theodore J. Connolly, John Crill, Patrick Euskirchen, Eugenie S. Finkelstein, Sarah A. Genet, Helene Grosse, Guido Harris, Lorna I Heffernan, Liam Helbig, Manuel Hugelius, Gustaf Hutchins, Ryan Juutinen, Sari Lara, Mark J. Malhotra, Avni Manies, Kristen McGuire, A. David Natali, Susan M. ODonnell, Jonathan A. Parmentier, Frans-Jan W. Raesaenen, Aleksi Schaedel, Christina Sonnentag, Oliver Strack, Maria Tank, Suzanne E. Treat, Claire Varner, Ruth K. Virtanen, Tarmo Warren, Rebecca K. Watts, Jennifer D. |
author_sort |
Olefeldt, David |
title |
The Boreal-Arctic Wetland and Lake Dataset (BAWLD) |
title_short |
The Boreal-Arctic Wetland and Lake Dataset (BAWLD) |
title_full |
The Boreal-Arctic Wetland and Lake Dataset (BAWLD) |
title_fullStr |
The Boreal-Arctic Wetland and Lake Dataset (BAWLD) |
title_full_unstemmed |
The Boreal-Arctic Wetland and Lake Dataset (BAWLD) |
title_sort |
boreal-arctic wetland and lake dataset (bawld) |
publisher |
Linköpings universitet, Tema Miljöförändring |
publishDate |
2021 |
url |
http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-181193 https://doi.org/10.5194/essd-13-5127-2021 |
long_lat |
ENVELOPE(169.183,169.183,-72.317,-72.317) ENVELOPE(-65.467,-65.467,-68.917,-68.917) |
geographic |
Arctic Canada Pacific Pew Weyerhaeuser |
geographic_facet |
Arctic Canada Pacific Pew Weyerhaeuser |
genre |
Arctic Climate change First Nations permafrost Tundra |
genre_facet |
Arctic Climate change First Nations permafrost Tundra |
op_relation |
Earth System Science Data, 1866-3508, 2021, 13:11, s. 5127-5149 orcid:0000-0003-0038-2152 http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-181193 doi:10.5194/essd-13-5127-2021 ISI:000715853400001 |
op_rights |
info:eu-repo/semantics/openAccess |
op_doi |
https://doi.org/10.5194/essd-13-5127-2021 |
container_title |
Earth System Science Data |
container_volume |
13 |
container_issue |
11 |
container_start_page |
5127 |
op_container_end_page |
5149 |
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1766334358126329856 |
spelling |
ftlinkoepinguniv:oai:DiVA.org:liu-181193 2023-05-15T15:02:23+02:00 The Boreal-Arctic Wetland and Lake Dataset (BAWLD) Olefeldt, David Hovemyr, Mikael Kuhn, McKenzie A. Bastviken, David Bohn, Theodore J. Connolly, John Crill, Patrick Euskirchen, Eugenie S. Finkelstein, Sarah A. Genet, Helene Grosse, Guido Harris, Lorna I Heffernan, Liam Helbig, Manuel Hugelius, Gustaf Hutchins, Ryan Juutinen, Sari Lara, Mark J. Malhotra, Avni Manies, Kristen McGuire, A. David Natali, Susan M. ODonnell, Jonathan A. Parmentier, Frans-Jan W. Raesaenen, Aleksi Schaedel, Christina Sonnentag, Oliver Strack, Maria Tank, Suzanne E. Treat, Claire Varner, Ruth K. Virtanen, Tarmo Warren, Rebecca K. Watts, Jennifer D. 2021 application/pdf http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-181193 https://doi.org/10.5194/essd-13-5127-2021 eng eng Linköpings universitet, Tema Miljöförändring Linköpings universitet, Filosofiska fakulteten Univ Alberta, Canada Stockholm Univ, Sweden WattIQ, CA 94080 USA Trinity Coll Dublin, Ireland Univ Alaska Fairbanks, AK 99775 USA; Univ Alaska Fairbanks, AK 99775 USA Univ Toronto, Canada Univ Alaska Fairbanks, AK 99775 USA Alfred Wegener Inst, Germany; Univ Potsdam, Germany Uppsala Univ, Sweden Dalhousie Univ, Canada Stockholm Univ, Sweden; Stockholm Univ, Sweden Univ Waterloo, Canada Univ Helsinki, Finland Univ Illinois, IL 61801 USA; Univ Illinois, IL 61801 USA Stanford Univ, CA 94305 USA US Geol Survey, CA 94025 USA Woodwell Climate Res Ctr, MA 02540 USA Natl Pk Serv, AK 99501 USA Univ Oslo, Norway; Lund Univ, Sweden No Arizona Univ, AZ 86011 USA Univ Montreal, Canada Alfred Wegener Inst, Germany Stockholm Univ, Sweden; Univ New Hampshire, NH 03824 USA; Univ New Hampshire, NH 03824 USA Ducks Unlimited Canada, Canada Copernicus Gesellschaft MBH Earth System Science Data, 1866-3508, 2021, 13:11, s. 5127-5149 orcid:0000-0003-0038-2152 http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-181193 doi:10.5194/essd-13-5127-2021 ISI:000715853400001 info:eu-repo/semantics/openAccess Physical Geography Naturgeografi Article in journal info:eu-repo/semantics/article text 2021 ftlinkoepinguniv https://doi.org/10.5194/essd-13-5127-2021 2022-05-01T08:24:38Z Methane emissions from boreal and arctic wetlands, lakes, and rivers are expected to increase in response to warming and associated permafrost thaw. However, the lack of appropriate land cover datasets for scaling field-measured methane emissions to circumpolar scales has contributed to a large uncertainty for our understanding of present-day and future methane emissions. Here we present the BorealArctic Wetland and Lake Dataset (BAWLD), a land cover dataset based on an expert assessment, extrapolated using random forest modelling from available spatial datasets of climate, topography, soils, permafrost conditions, vegetation, wetlands, and surface water extents and dynamics. In BAWLD, we estimate the fractional coverage of five wetland, seven lake, and three river classes within 0.5 x 0.5 degrees grid cells that cover the northern boreal and tundra biomes (17 % of the global land surface). Land cover classes were defined using criteria that ensured distinct methane emissions among classes, as indicated by a co-developed comprehensive dataset of methane flux observations. In BAWLD, wetlands occupied 3.2 x 10(6) km(2) (14 % of domain) with a 95 % confidence interval between 2.8 and 3.8 x 10(6) km(2). Bog, fen, and permafrost bog were the most abundant wetland classes, covering similar to 28 % each of the total wetland area, while the highest-methane-emitting marsh and tundra wetland classes occupied 5 % and 12 %, respectively. Lakes, defined to include all lentic open-water ecosystems regardless of size, covered 1.4 x 10(6) km(2) (6 % of domain). Low-methane-emitting large lakes (>10 km(2)) and glacial lakes jointly represented 78 % of the total lake area, while high-emitting peatland and yedoma lakes covered 18 % and 4 %, respectively. Small (<0.1 km(2)) glacial, peatland, and yedoma lakes combined covered 17 % of the total lake area but contributed disproportionally to the overall spatial uncertainty in lake area with a 95 % confidence interval between 0.15 and 0.38 x 10(6) km(2). Rivers and streams were estimated to cover 0.12 x 10(6) km(2) (0.5 % of domain), of which 8 % was associated with high-methane-emitting headwaters that drain organic-rich landscapes. Distinct combinations of spatially co-occurring wetland and lake classes were identified across the BAWLD domain, allowing for the mapping of "wetscapes" that have characteristic methane emission magnitudes and sensitivities to climate change at regional scales. With BAWLD, we provide a dataset which avoids double-accounting of wetland, lake, and river extents and which includes confidence intervals for each land cover class. As such, BAWLD will be suitable for many hydrological and biogeochemical modelling and upscaling efforts for the northern boreal and arctic region, in particular those aimed at improving assessments of current and future methane emissions. Funding Agencies|National Science and Engineering Research Council of Canada (NSERC)Natural Sciences and Engineering Research Council of Canada (NSERC) [RGPIN-2016-04688]; Campus Alberta Innovates Program; ERCEuropean Research Council (ERC)European Commission [851181, 725546]; Helmholtz Impulse and Networking Fund; Gordon and Betty Moore FoundationGordon and Betty Moore Foundation [GBMF5439, 839]; Swedish Research Council VRSwedish Research Council [2016-04829]; Norwegian Research CouncilResearch Council of NorwayEuropean Commission [274711]; Swedish Research CouncilSwedish Research CouncilEuropean Commission [201705268]; BMBF KoPf Synthesis projectFederal Ministry of Education & Research (BMBF) [03F0834B]; NASA Earth Science [NNH17ZDA001N]; NSF-EnvE [1928048]; Natural Sciences and Engineering Research Council of Canada (NSERC) through the Canada Research Chairs programNatural Sciences and Engineering Research Council of Canada (NSERC); National Aeronautics and Space Administration IDS program (NASA) [NNX17AK10G]; Environment and Climate Change Canada; Canadian Space AgencyCanadian Space Agency; Government of Alberta; Government of Saskatchewan; US Forest ServiceUnited States Department of Agriculture (USDA)United States Forest Service; US Fish and Wildlife ServiceUS Fish & Wildlife Service; PEW Charitable Trusts; Canadian Boreal Initiative; Alberta-Pacific Forest Industries Inc.; Mistik Management Ltd.; Louisiana-Pacific; Forest Products Association of Canada; Weyerhaeuser; Lakeland Industry and Community; Encana; Imperial Oil; Devon Energy Corporation; Shell Canada Energy; Suncor Foundation; Treaty 8 Tribal Corporation ("Akaitcho"); Dehcho First Nations; NSF PLR Arctic System Science Research Networking Activities (RNA) Permafrost Carbon Network: Synthesizing Flux Observations for Benchmarking Model Projections of Permafrost Carbon Exchange [1931333]; Swedish Research Council FORMASSwedish Research CouncilSwedish Research Council Formas [2018-01794]; Natural Sciences and Engineering Research Council of CanadaNatural Sciences and Engineering Research Council of Canada (NSERC)CGIAR Article in Journal/Newspaper Arctic Climate change First Nations permafrost Tundra LIU - Linköping University: Publications (DiVA) Arctic Canada Pacific Pew ENVELOPE(169.183,169.183,-72.317,-72.317) Weyerhaeuser ENVELOPE(-65.467,-65.467,-68.917,-68.917) Earth System Science Data 13 11 5127 5149 |