Reindeer control over shrubification in subarctic wetlands: spatial analysis based on unoccupied aerial vehicle imagery
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 taran...
Main Authors: | , , , , , , , |
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Other Authors: | , |
Format: | Article in Journal/Newspaper |
Language: | English |
Published: |
John Wiley & Sons Ltd. on behalf of Zoological Society of London
2023
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Online Access: | http://hdl.handle.net/10138/566235 |
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author | Villoslada, Miguel Ylänne, Henni Juutinen, Sari Kolari, Tiina H. M. Korpelainen, Pasi Tahvanainen, Teemu Wolff, Franziska Kumpula, Timo |
author2 | Ilmatieteen laitos Finnish Meteorological Institute |
author_facet | Villoslada, Miguel Ylänne, Henni Juutinen, Sari Kolari, Tiina H. M. Korpelainen, Pasi Tahvanainen, Teemu Wolff, Franziska Kumpula, Timo |
author_sort | Villoslada, Miguel |
collection | HELDA – University of Helsinki Open Repository |
description | 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 R2 = 0.90) and topsoil moisture (maximum R2 = 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. |
format | Article in Journal/Newspaper |
genre | Arctic Poronhoito Rangifer tarandus Subarctic |
genre_facet | Arctic Poronhoito Rangifer tarandus Subarctic |
geographic | Arctic Norway |
geographic_facet | Arctic Norway |
id | ftunivhelsihelda:oai:helda.helsinki.fi:10138/566235 |
institution | Open Polar |
language | English |
op_collection_id | ftunivhelsihelda |
op_relation | 10.1002/rse2.337 Remote sensing in ecology and conservation 2056-3485 88290 http://hdl.handle.net/10138/566235 URN:NBN:fi-fe20231017140511 |
op_rights | CC BY 4.0 |
publishDate | 2023 |
publisher | John Wiley & Sons Ltd. on behalf of Zoological Society of London |
record_format | openpolar |
spelling | ftunivhelsihelda:oai:helda.helsinki.fi:10138/566235 2025-01-16T20:43:09+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 Ilmatieteen laitos Finnish Meteorological Institute 2023-10-17T12:23:25Z application/pdf http://hdl.handle.net/10138/566235 en eng John Wiley & Sons Ltd. on behalf of Zoological Society of London 10.1002/rse2.337 Remote sensing in ecology and conservation 2056-3485 88290 http://hdl.handle.net/10138/566235 URN:NBN:fi-fe20231017140511 CC BY 4.0 reindeer willows pasture rearing herbivores pastures reindeer management combined vehicles biomass (ecology) forests reindeer hearding poro pajut laiduntaminen kasvinsyöjät laitumet poronhoito ajoneuvoyhdistelmät biomassa (ekologia) metsät porotalous A1 Alkuperäisartikkeli tieteellisessä aikakauslehdessä A1 Journal article (refereed), original research 2023 ftunivhelsihelda 2023-10-18T23:01:25Z 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 R2 = 0.90) and topsoil moisture (maximum R2 = 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 Poronhoito Rangifer tarandus Subarctic HELDA – University of Helsinki Open Repository Arctic Norway |
spellingShingle | reindeer willows pasture rearing herbivores pastures reindeer management combined vehicles biomass (ecology) forests reindeer hearding poro pajut laiduntaminen kasvinsyöjät laitumet poronhoito ajoneuvoyhdistelmät biomassa (ekologia) metsät porotalous 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 |
title | 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_short | 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 |
topic | reindeer willows pasture rearing herbivores pastures reindeer management combined vehicles biomass (ecology) forests reindeer hearding poro pajut laiduntaminen kasvinsyöjät laitumet poronhoito ajoneuvoyhdistelmät biomassa (ekologia) metsät porotalous |
topic_facet | reindeer willows pasture rearing herbivores pastures reindeer management combined vehicles biomass (ecology) forests reindeer hearding poro pajut laiduntaminen kasvinsyöjät laitumet poronhoito ajoneuvoyhdistelmät biomassa (ekologia) metsät porotalous |
url | http://hdl.handle.net/10138/566235 |