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...

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Main Authors: Villoslada, Miguel, Ylänne, Henni, Juutinen, Sari, Kolari, Tiina H. M., Korpelainen, Pasi, Tahvanainen, Teemu, Wolff, Franziska, Kumpula, Timo
Other Authors: Ilmatieteen laitos, Finnish Meteorological Institute
Format: Article in Journal/Newspaper
Language:English
Published: John Wiley & Sons Ltd. on behalf of Zoological Society of London 2023
Subjects:
Online Access:http://hdl.handle.net/10138/566235
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record_format openpolar
spelling ftunivhelsihelda:oai:helda.helsinki.fi:10138/566235 2023-11-12T04:13:31+01:00 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
institution Open Polar
collection HELDA – University of Helsinki Open Repository
op_collection_id ftunivhelsihelda
language English
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
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
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
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.
author2 Ilmatieteen laitos
Finnish Meteorological Institute
format Article in Journal/Newspaper
author Villoslada, Miguel
Ylänne, Henni
Juutinen, Sari
Kolari, Tiina H. M.
Korpelainen, Pasi
Tahvanainen, Teemu
Wolff, Franziska
Kumpula, Timo
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 John Wiley & Sons Ltd. on behalf of Zoological Society of London
publishDate 2023
url http://hdl.handle.net/10138/566235
geographic Arctic
Norway
geographic_facet Arctic
Norway
genre Arctic
Poronhoito
Rangifer tarandus
Subarctic
genre_facet Arctic
Poronhoito
Rangifer tarandus
Subarctic
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
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