High resolution mapping shows differences in soil carbon and nitrogen stocks in areas of varying landscape history in Canadian lowland tundra
Soil organic carbon (SOC) in Arctic coastal polygonal tundra is vulnerable to climate change, especially in soils with occurrence of large amounts of ground ice. Pan-arctic studies of mapping SOC exist, yet they fail to describe the high spatial variability of SOC storage in permafrost landscapes. A...
Published in: | Geoderma |
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Main Authors: | , , , , , , , , , , , , |
Other Authors: | , |
Format: | Article in Journal/Newspaper |
Language: | unknown |
Published: |
2023
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Subjects: | |
Online Access: | https://hdl.handle.net/10278/5036143 https://doi.org/10.1016/j.geoderma.2023.116652 |
_version_ | 1821830474134192128 |
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author | Wagner, Julia Martin, Victoria Speetjens, Niek J. A'Campo, Willeke Durstewitz, Luca Lodi, Rachele Fritz, Michael Tanski, George Vonk, Jorien E. Richter, Andreas Bartsch, Annett Lantuit, Hugues Hugelius, Gustaf |
author2 | Wagner, Julia Martin, Victoria Speetjens, Niek J. A'Campo, Willeke Durstewitz, Luca Lodi, Rachele Fritz, Michael Tanski, George Vonk, Jorien E. Richter, Andrea Bartsch, Annett Lantuit, Hugue Hugelius, Gustaf |
author_facet | Wagner, Julia Martin, Victoria Speetjens, Niek J. A'Campo, Willeke Durstewitz, Luca Lodi, Rachele Fritz, Michael Tanski, George Vonk, Jorien E. Richter, Andreas Bartsch, Annett Lantuit, Hugues Hugelius, Gustaf |
author_sort | Wagner, Julia |
collection | Università Ca’ Foscari Venezia: ARCA (Archivio Istituzionale della Ricerca) |
container_start_page | 116652 |
container_title | Geoderma |
container_volume | 438 |
description | Soil organic carbon (SOC) in Arctic coastal polygonal tundra is vulnerable to climate change, especially in soils with occurrence of large amounts of ground ice. Pan-arctic studies of mapping SOC exist, yet they fail to describe the high spatial variability of SOC storage in permafrost landscapes. An important factor is the landscape history which determines landform development and consequently the spatial variability of SOC. Our aim was to map SOC stocks, and which environmental variables that determine SOC, in two adjacent coastal areas along Canadian Beaufort Sea coast with different glacial history. We used the machine learning technique random forest and environmental variables to map the spatial distribution of SOC stocks down to 1 m depth at a spatial resolution of 2 m for depth increments of 0–5, 5–15, 15–30, 30–60 and 60–100 cm. The results show that the two study areas had large differences in SOC stocks in the depth 60–100 cm due to high amounts of ground ice in one of the study areas. There are also differences in variable importance of the explanatory variables between the two areas. The area low in ground ice content had with 66.6 kg C/m−2 more stored SOC than the area rich in ground ice content with 40.0 kg C/m−2. However, this SOC stock could be potentially more vulnerable to climate change if ground ice melts and the ground subsides. The average N stock of the area low in ground ice is 3.77 kg m−2 and of the area rich in ground ice is 3.83 kg m−2. These findings support that there is a strong correlation between ground ice and SOC, with less SOC in ice-rich layers on a small scale. In addition to small scale studies of SOC mapping, detailed maps of ground ice content and distribution are needed for a validation of large-scale quantifications of SOC stocks and transferability of models. |
format | Article in Journal/Newspaper |
genre | Arctic Beaufort Sea Climate change Ice permafrost Tundra |
genre_facet | Arctic Beaufort Sea Climate change Ice permafrost Tundra |
geographic | Arctic |
geographic_facet | Arctic |
id | ftuniveneziairis:oai:iris.unive.it:10278/5036143 |
institution | Open Polar |
language | unknown |
op_collection_id | ftuniveneziairis |
op_doi | https://doi.org/10.1016/j.geoderma.2023.116652 |
op_relation | info:eu-repo/semantics/altIdentifier/wos/WOS:001075931600001 volume:438 firstpage:116652 journal:GEODERMA https://hdl.handle.net/10278/5036143 doi:10.1016/j.geoderma.2023.116652 info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85170218795 |
publishDate | 2023 |
record_format | openpolar |
spelling | ftuniveneziairis:oai:iris.unive.it:10278/5036143 2025-01-16T20:35:30+00:00 High resolution mapping shows differences in soil carbon and nitrogen stocks in areas of varying landscape history in Canadian lowland tundra Wagner, Julia Martin, Victoria Speetjens, Niek J. A'Campo, Willeke Durstewitz, Luca Lodi, Rachele Fritz, Michael Tanski, George Vonk, Jorien E. Richter, Andreas Bartsch, Annett Lantuit, Hugues Hugelius, Gustaf Wagner, Julia Martin, Victoria Speetjens, Niek J. A'Campo, Willeke Durstewitz, Luca Lodi, Rachele Fritz, Michael Tanski, George Vonk, Jorien E. Richter, Andrea Bartsch, Annett Lantuit, Hugue Hugelius, Gustaf 2023 https://hdl.handle.net/10278/5036143 https://doi.org/10.1016/j.geoderma.2023.116652 unknown info:eu-repo/semantics/altIdentifier/wos/WOS:001075931600001 volume:438 firstpage:116652 journal:GEODERMA https://hdl.handle.net/10278/5036143 doi:10.1016/j.geoderma.2023.116652 info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85170218795 Settore CHIM/12 - Chimica dell'Ambiente e dei Beni Culturali Settore FIS/02 - Fisica Teorica Modelli e Metodi Matematici Settore M-GGR/01 - Geografia info:eu-repo/semantics/article 2023 ftuniveneziairis https://doi.org/10.1016/j.geoderma.2023.116652 2024-03-21T17:59:54Z Soil organic carbon (SOC) in Arctic coastal polygonal tundra is vulnerable to climate change, especially in soils with occurrence of large amounts of ground ice. Pan-arctic studies of mapping SOC exist, yet they fail to describe the high spatial variability of SOC storage in permafrost landscapes. An important factor is the landscape history which determines landform development and consequently the spatial variability of SOC. Our aim was to map SOC stocks, and which environmental variables that determine SOC, in two adjacent coastal areas along Canadian Beaufort Sea coast with different glacial history. We used the machine learning technique random forest and environmental variables to map the spatial distribution of SOC stocks down to 1 m depth at a spatial resolution of 2 m for depth increments of 0–5, 5–15, 15–30, 30–60 and 60–100 cm. The results show that the two study areas had large differences in SOC stocks in the depth 60–100 cm due to high amounts of ground ice in one of the study areas. There are also differences in variable importance of the explanatory variables between the two areas. The area low in ground ice content had with 66.6 kg C/m−2 more stored SOC than the area rich in ground ice content with 40.0 kg C/m−2. However, this SOC stock could be potentially more vulnerable to climate change if ground ice melts and the ground subsides. The average N stock of the area low in ground ice is 3.77 kg m−2 and of the area rich in ground ice is 3.83 kg m−2. These findings support that there is a strong correlation between ground ice and SOC, with less SOC in ice-rich layers on a small scale. In addition to small scale studies of SOC mapping, detailed maps of ground ice content and distribution are needed for a validation of large-scale quantifications of SOC stocks and transferability of models. Article in Journal/Newspaper Arctic Beaufort Sea Climate change Ice permafrost Tundra Università Ca’ Foscari Venezia: ARCA (Archivio Istituzionale della Ricerca) Arctic Geoderma 438 116652 |
spellingShingle | Settore CHIM/12 - Chimica dell'Ambiente e dei Beni Culturali Settore FIS/02 - Fisica Teorica Modelli e Metodi Matematici Settore M-GGR/01 - Geografia Wagner, Julia Martin, Victoria Speetjens, Niek J. A'Campo, Willeke Durstewitz, Luca Lodi, Rachele Fritz, Michael Tanski, George Vonk, Jorien E. Richter, Andreas Bartsch, Annett Lantuit, Hugues Hugelius, Gustaf High resolution mapping shows differences in soil carbon and nitrogen stocks in areas of varying landscape history in Canadian lowland tundra |
title | High resolution mapping shows differences in soil carbon and nitrogen stocks in areas of varying landscape history in Canadian lowland tundra |
title_full | High resolution mapping shows differences in soil carbon and nitrogen stocks in areas of varying landscape history in Canadian lowland tundra |
title_fullStr | High resolution mapping shows differences in soil carbon and nitrogen stocks in areas of varying landscape history in Canadian lowland tundra |
title_full_unstemmed | High resolution mapping shows differences in soil carbon and nitrogen stocks in areas of varying landscape history in Canadian lowland tundra |
title_short | High resolution mapping shows differences in soil carbon and nitrogen stocks in areas of varying landscape history in Canadian lowland tundra |
title_sort | high resolution mapping shows differences in soil carbon and nitrogen stocks in areas of varying landscape history in canadian lowland tundra |
topic | Settore CHIM/12 - Chimica dell'Ambiente e dei Beni Culturali Settore FIS/02 - Fisica Teorica Modelli e Metodi Matematici Settore M-GGR/01 - Geografia |
topic_facet | Settore CHIM/12 - Chimica dell'Ambiente e dei Beni Culturali Settore FIS/02 - Fisica Teorica Modelli e Metodi Matematici Settore M-GGR/01 - Geografia |
url | https://hdl.handle.net/10278/5036143 https://doi.org/10.1016/j.geoderma.2023.116652 |