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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Main Authors: Desjardins, Émilie, Lai, Sandra, Houle, Laurent, Caron, Alain, Thériault, Véronique, Tam, Andrew, Vézina, François, Berteaux, Dominique
Format: Dataset
Language:English
Published: Dryad 2023
Subjects:
Online Access:https://dx.doi.org/10.5061/dryad.3bk3j9kpk
https://datadryad.org/stash/dataset/doi:10.5061/dryad.3bk3j9kpk
id ftdatacite:10.5061/dryad.3bk3j9kpk
record_format openpolar
spelling 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
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