Reindeer control over shrubification in subarctic wetlands: spatial analysis based on unoccupied aerial vehicle imagery

Abstract Herbivores can exert a controlling effect on the reproduction and growth of shrubs, thereby counter‐acting the climate‐driven encroachment of shrubs in the Arctic and the potential consequences. This control is particularly evident in the case of abundant herbivores, such as reindeer ( Rang...

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Published in:Remote Sensing in Ecology and Conservation
Main Authors: Villoslada, Miguel, Ylänne, Henni, Juutinen, Sari, Kolari, Tiina H. M., Korpelainen, Pasi, Tahvanainen, Teemu, Wolff, Franziska, Kumpula, Timo
Other Authors: Academy of Finland
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2023
Subjects:
Online Access:http://dx.doi.org/10.1002/rse2.337
https://zslpublications.onlinelibrary.wiley.com/doi/pdf/10.1002/rse2.337
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spelling crwiley:10.1002/rse2.337 2024-10-13T14:05:34+00:00 Reindeer control over shrubification in subarctic wetlands: spatial analysis based on unoccupied aerial vehicle imagery Villoslada, Miguel Ylänne, Henni Juutinen, Sari Kolari, Tiina H. M. Korpelainen, Pasi Tahvanainen, Teemu Wolff, Franziska Kumpula, Timo Academy of Finland 2023 http://dx.doi.org/10.1002/rse2.337 https://zslpublications.onlinelibrary.wiley.com/doi/pdf/10.1002/rse2.337 en eng Wiley http://creativecommons.org/licenses/by/4.0/ Remote Sensing in Ecology and Conservation volume 9, issue 5, page 687-706 ISSN 2056-3485 2056-3485 journal-article 2023 crwiley https://doi.org/10.1002/rse2.337 2024-09-17T04:49:58Z Abstract Herbivores can exert a controlling effect on the reproduction and growth of shrubs, thereby counter‐acting the climate‐driven encroachment of shrubs in the Arctic and the potential consequences. This control is particularly evident in the case of abundant herbivores, such as reindeer ( Rangifer tarandus tarandus ), whose grazing patterns are affected by management. Here, we tested how different reindeer grazing practices on the border between Finland and Norway impact the occurrence of willow ( Salix spp.) dominated patches, their above‐ground biomass (AGB) and the ability of willows to form dense thickets. We used a combination of multispectral and RGB imagery obtained from unoccupied aerial vehicles field data and an ensemble of machine‐learning models, which allowed us to model the occurrence of plant community types (Overall accuracy = 0.80), AGB fractions (maximum R 2 = 0.90) and topsoil moisture (maximum R 2 = 0.89). With this combination of approaches, we show that willows are kept in a browsing‐trap under spring and early summer grazing by reindeer, growing mostly small and scattered in the landscape. In contrast, willows under the winter grazing regime formed dense stands, particularly within riparian areas. We confirm this pattern using a random forest willow habitat distribution model based on topographical parameters. The model shows that willow biomass correlated with parameters of optimal habitat quality only in the winter grazing regime and did not respond to the same parameters under spring and summer grazing of reindeer. Article in Journal/Newspaper Arctic Rangifer tarandus Subarctic Wiley Online Library Arctic Norway Remote Sensing in Ecology and Conservation 9 5 687 706
institution Open Polar
collection Wiley Online Library
op_collection_id crwiley
language English
description Abstract Herbivores can exert a controlling effect on the reproduction and growth of shrubs, thereby counter‐acting the climate‐driven encroachment of shrubs in the Arctic and the potential consequences. This control is particularly evident in the case of abundant herbivores, such as reindeer ( Rangifer tarandus tarandus ), whose grazing patterns are affected by management. Here, we tested how different reindeer grazing practices on the border between Finland and Norway impact the occurrence of willow ( Salix spp.) dominated patches, their above‐ground biomass (AGB) and the ability of willows to form dense thickets. We used a combination of multispectral and RGB imagery obtained from unoccupied aerial vehicles field data and an ensemble of machine‐learning models, which allowed us to model the occurrence of plant community types (Overall accuracy = 0.80), AGB fractions (maximum R 2 = 0.90) and topsoil moisture (maximum R 2 = 0.89). With this combination of approaches, we show that willows are kept in a browsing‐trap under spring and early summer grazing by reindeer, growing mostly small and scattered in the landscape. In contrast, willows under the winter grazing regime formed dense stands, particularly within riparian areas. We confirm this pattern using a random forest willow habitat distribution model based on topographical parameters. The model shows that willow biomass correlated with parameters of optimal habitat quality only in the winter grazing regime and did not respond to the same parameters under spring and summer grazing of reindeer.
author2 Academy of Finland
format Article in Journal/Newspaper
author Villoslada, Miguel
Ylänne, Henni
Juutinen, Sari
Kolari, Tiina H. M.
Korpelainen, Pasi
Tahvanainen, Teemu
Wolff, Franziska
Kumpula, Timo
spellingShingle Villoslada, Miguel
Ylänne, Henni
Juutinen, Sari
Kolari, Tiina H. M.
Korpelainen, Pasi
Tahvanainen, Teemu
Wolff, Franziska
Kumpula, Timo
Reindeer control over shrubification in subarctic wetlands: spatial analysis based on unoccupied aerial vehicle imagery
author_facet Villoslada, Miguel
Ylänne, Henni
Juutinen, Sari
Kolari, Tiina H. M.
Korpelainen, Pasi
Tahvanainen, Teemu
Wolff, Franziska
Kumpula, Timo
author_sort Villoslada, Miguel
title Reindeer control over shrubification in subarctic wetlands: spatial analysis based on unoccupied aerial vehicle imagery
title_short Reindeer control over shrubification in subarctic wetlands: spatial analysis based on unoccupied aerial vehicle imagery
title_full Reindeer control over shrubification in subarctic wetlands: spatial analysis based on unoccupied aerial vehicle imagery
title_fullStr Reindeer control over shrubification in subarctic wetlands: spatial analysis based on unoccupied aerial vehicle imagery
title_full_unstemmed Reindeer control over shrubification in subarctic wetlands: spatial analysis based on unoccupied aerial vehicle imagery
title_sort reindeer control over shrubification in subarctic wetlands: spatial analysis based on unoccupied aerial vehicle imagery
publisher Wiley
publishDate 2023
url http://dx.doi.org/10.1002/rse2.337
https://zslpublications.onlinelibrary.wiley.com/doi/pdf/10.1002/rse2.337
geographic Arctic
Norway
geographic_facet Arctic
Norway
genre Arctic
Rangifer tarandus
Subarctic
genre_facet Arctic
Rangifer tarandus
Subarctic
op_source Remote Sensing in Ecology and Conservation
volume 9, issue 5, page 687-706
ISSN 2056-3485 2056-3485
op_rights http://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.1002/rse2.337
container_title Remote Sensing in Ecology and Conservation
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