Land cover classification and mapping of a polar desert in the Canadian Arctic Archipelago ...
The use of remote sensing for developing land cover maps in the Arctic has grown considerably in the last two decades, especially for monitoring the effects of climate change. The main challenge is to link information extracted from satellite imagery to ground covers due to the fine-scale spatial he...
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2023
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Online Access: | https://dx.doi.org/10.5061/dryad.3bk3j9kpk https://datadryad.org/stash/dataset/doi:10.5061/dryad.3bk3j9kpk |
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ftdatacite:10.5061/dryad.3bk3j9kpk 2024-02-04T09:56:54+01:00 Land cover classification and mapping of a polar desert in the Canadian Arctic Archipelago ... Desjardins, Émilie Lai, Sandra Houle, Laurent Caron, Alain Thériault, Véronique Tam, Andrew Vézina, François Berteaux, Dominique 2023 https://dx.doi.org/10.5061/dryad.3bk3j9kpk https://datadryad.org/stash/dataset/doi:10.5061/dryad.3bk3j9kpk en eng Dryad https://dx.doi.org/10.1080/11956860.2021.1907974 https://dx.doi.org/10.7910/dvn/ohhukh https://dx.doi.org/10.3390/rs15123090 https://dx.doi.org/10.5281/zenodo.7689322 https://dx.doi.org/10.5281/zenodo.7689324 Creative Commons Zero v1.0 Universal https://creativecommons.org/publicdomain/zero/1.0/legalcode cc0-1.0 Remote sensing Satellite image predictor selection majority voting ensemble model Snow vegetation water FOS Other natural sciences Dataset dataset 2023 ftdatacite https://doi.org/10.5061/dryad.3bk3j9kpk10.1080/11956860.2021.190797410.7910/dvn/ohhukh10.3390/rs1512309010.5281/zenodo.768932210.5281/zenodo.7689324 2024-01-05T04:39:59Z The use of remote sensing for developing land cover maps in the Arctic has grown considerably in the last two decades, especially for monitoring the effects of climate change. The main challenge is to link information extracted from satellite imagery to ground covers due to the fine-scale spatial heterogeneity of Arctic ecosystems. There is currently no commonly accepted methodological scheme for high-latitude land cover mapping, but the use of remote sensing in Arctic ecosystem mapping would benefit from a coordinated sharing of lessons learned and best practices. Here, we aimed to produce a highly accurate land cover map of the surroundings of the Canadian Forces Station Alert, a polar desert on the northeastern tip of Ellesmere Island (Nunavut, Canada) by testing different predictors and classifiers. To account for the effect of the bare soil background and water limitations that are omnipresent at these latitudes, we included as predictors soil-adjusted vegetation indices and several hydrological ... : The methodology and the land cover classes are described in the related works: Émilie Desjardins, Sandra Lai, Laurent Houle, Alain Caron, Véronique Thériault, Andrew Tam, François Vézina & Dominique Berteaux (2023) Algorithms and Predictors for Land Cover Classification of Polar Deserts: A Case Study Highlighting Challenges and Recommendations for Future Applications. Remote Sensing, 15:12, 3090, DOI: 10.3390/rs15123090 Émilie Desjardins, Sandra Lai, Serge Payette, François Vézina, Andrew Tam & Dominique Berteaux (2021) Vascular plant communities in the polar desert of Alert (Ellesmere Island, Canada): Establishment of a baseline reference for the 21st century, Écoscience, 28:3-4, 243-267, DOI: 10.1080/11956860.2021.1907974 ... Dataset Arctic Archipelago Arctic Canadian Arctic Archipelago Climate change Ellesmere Island Nunavut polar desert DataCite Metadata Store (German National Library of Science and Technology) Arctic Berteaux ENVELOPE(-67.458,-67.458,-68.850,-68.850) Canada Canadian Arctic Archipelago Canadian Forces Station Alert ENVELOPE(-62.350,-62.350,82.499,82.499) Caron ENVELOPE(-80.766,-80.766,51.333,51.333) Ellesmere Island Houle ENVELOPE(141.190,141.190,-66.700,-66.700) Nunavut |
institution |
Open Polar |
collection |
DataCite Metadata Store (German National Library of Science and Technology) |
op_collection_id |
ftdatacite |
language |
English |
topic |
Remote sensing Satellite image predictor selection majority voting ensemble model Snow vegetation water FOS Other natural sciences |
spellingShingle |
Remote sensing Satellite image predictor selection majority voting ensemble model Snow vegetation water FOS Other natural sciences Desjardins, Émilie Lai, Sandra Houle, Laurent Caron, Alain Thériault, Véronique Tam, Andrew Vézina, François Berteaux, Dominique Land cover classification and mapping of a polar desert in the Canadian Arctic Archipelago ... |
topic_facet |
Remote sensing Satellite image predictor selection majority voting ensemble model Snow vegetation water FOS Other natural sciences |
description |
The use of remote sensing for developing land cover maps in the Arctic has grown considerably in the last two decades, especially for monitoring the effects of climate change. The main challenge is to link information extracted from satellite imagery to ground covers due to the fine-scale spatial heterogeneity of Arctic ecosystems. There is currently no commonly accepted methodological scheme for high-latitude land cover mapping, but the use of remote sensing in Arctic ecosystem mapping would benefit from a coordinated sharing of lessons learned and best practices. Here, we aimed to produce a highly accurate land cover map of the surroundings of the Canadian Forces Station Alert, a polar desert on the northeastern tip of Ellesmere Island (Nunavut, Canada) by testing different predictors and classifiers. To account for the effect of the bare soil background and water limitations that are omnipresent at these latitudes, we included as predictors soil-adjusted vegetation indices and several hydrological ... : The methodology and the land cover classes are described in the related works: Émilie Desjardins, Sandra Lai, Laurent Houle, Alain Caron, Véronique Thériault, Andrew Tam, François Vézina & Dominique Berteaux (2023) Algorithms and Predictors for Land Cover Classification of Polar Deserts: A Case Study Highlighting Challenges and Recommendations for Future Applications. Remote Sensing, 15:12, 3090, DOI: 10.3390/rs15123090 Émilie Desjardins, Sandra Lai, Serge Payette, François Vézina, Andrew Tam & Dominique Berteaux (2021) Vascular plant communities in the polar desert of Alert (Ellesmere Island, Canada): Establishment of a baseline reference for the 21st century, Écoscience, 28:3-4, 243-267, DOI: 10.1080/11956860.2021.1907974 ... |
format |
Dataset |
author |
Desjardins, Émilie Lai, Sandra Houle, Laurent Caron, Alain Thériault, Véronique Tam, Andrew Vézina, François Berteaux, Dominique |
author_facet |
Desjardins, Émilie Lai, Sandra Houle, Laurent Caron, Alain Thériault, Véronique Tam, Andrew Vézina, François Berteaux, Dominique |
author_sort |
Desjardins, Émilie |
title |
Land cover classification and mapping of a polar desert in the Canadian Arctic Archipelago ... |
title_short |
Land cover classification and mapping of a polar desert in the Canadian Arctic Archipelago ... |
title_full |
Land cover classification and mapping of a polar desert in the Canadian Arctic Archipelago ... |
title_fullStr |
Land cover classification and mapping of a polar desert in the Canadian Arctic Archipelago ... |
title_full_unstemmed |
Land cover classification and mapping of a polar desert in the Canadian Arctic Archipelago ... |
title_sort |
land cover classification and mapping of a polar desert in the canadian arctic archipelago ... |
publisher |
Dryad |
publishDate |
2023 |
url |
https://dx.doi.org/10.5061/dryad.3bk3j9kpk https://datadryad.org/stash/dataset/doi:10.5061/dryad.3bk3j9kpk |
long_lat |
ENVELOPE(-67.458,-67.458,-68.850,-68.850) ENVELOPE(-62.350,-62.350,82.499,82.499) ENVELOPE(-80.766,-80.766,51.333,51.333) ENVELOPE(141.190,141.190,-66.700,-66.700) |
geographic |
Arctic Berteaux Canada Canadian Arctic Archipelago Canadian Forces Station Alert Caron Ellesmere Island Houle Nunavut |
geographic_facet |
Arctic Berteaux Canada Canadian Arctic Archipelago Canadian Forces Station Alert Caron Ellesmere Island Houle Nunavut |
genre |
Arctic Archipelago Arctic Canadian Arctic Archipelago Climate change Ellesmere Island Nunavut polar desert |
genre_facet |
Arctic Archipelago Arctic Canadian Arctic Archipelago Climate change Ellesmere Island Nunavut polar desert |
op_relation |
https://dx.doi.org/10.1080/11956860.2021.1907974 https://dx.doi.org/10.7910/dvn/ohhukh https://dx.doi.org/10.3390/rs15123090 https://dx.doi.org/10.5281/zenodo.7689322 https://dx.doi.org/10.5281/zenodo.7689324 |
op_rights |
Creative Commons Zero v1.0 Universal https://creativecommons.org/publicdomain/zero/1.0/legalcode cc0-1.0 |
op_doi |
https://doi.org/10.5061/dryad.3bk3j9kpk10.1080/11956860.2021.190797410.7910/dvn/ohhukh10.3390/rs1512309010.5281/zenodo.768932210.5281/zenodo.7689324 |
_version_ |
1789961234464899072 |