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...

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Published in:Geoderma
Main Authors: 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
Other Authors: Richter, Andrea, Lantuit, Hugue
Format: Article in Journal/Newspaper
Language:unknown
Published: 2023
Subjects:
Online Access:https://hdl.handle.net/10278/5036143
https://doi.org/10.1016/j.geoderma.2023.116652
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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
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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