Improved Mapping of Mountain Shrublands Using the Sentinel-2 Red-Edge Band

International audience Shrub encroachment into grassland and rocky habitats is a noticeable land cover change currently underway in temperate mountains and is a matter of concern for the sustainable management of mountain biodiversity. Current land cover products tend to underestimate the extent of...

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Published in:Remote Sensing
Main Authors: Carlson, Bradley Z., Bayle, Arthur, Carlson, Bradley, Thierion, Vincent, Isenmann, Marc, Choler, Philippe
Other Authors: Centre de Recherches sur les Ecosystèmes d'Altitude (CREA Mont-Blanc), Université Savoie Mont Blanc (USMB Université de Savoie Université de Chambéry ), Centre d'études spatiales de la biosphère (CESBIO), Centre National d'Études Spatiales Toulouse (CNES)-Observatoire Midi-Pyrénées (OMP), Institut de Recherche pour le Développement (IRD)-Centre National de la Recherche Scientifique (CNRS)-Université Fédérale Toulouse Midi-Pyrénées-Centre National d'Études Spatiales Toulouse (CNES)-Météo France-Institut de Recherche pour le Développement (IRD)-Centre National de la Recherche Scientifique (CNRS)-Université Fédérale Toulouse Midi-Pyrénées-Météo France-Université Toulouse III - Paul Sabatier (UT3), Université Fédérale Toulouse Midi-Pyrénées-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE)-Centre National de la Recherche Scientifique (CNRS), CBNA, Natl Bot Conservatory Alps, 148 Rue Pasteur, F-73000 Chambdry, France, Partenaires INRAE, LIFE PASTORALP project : LIFE16 CCA/IT/000060
Format: Article in Journal/Newspaper
Language:English
Published: HAL CCSD 2019
Subjects:
Online Access:https://hal.inrae.fr/hal-03086081
https://doi.org/10.3390/rs11232807
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spelling ftccsdartic:oai:HAL:hal-03086081v1 2023-05-15T15:12:47+02:00 Improved Mapping of Mountain Shrublands Using the Sentinel-2 Red-Edge Band Carlson, Bradley Z. Bayle, Arthur Carlson, Bradley Thierion, Vincent Isenmann, Marc Choler, Philippe Centre de Recherches sur les Ecosystèmes d'Altitude (CREA Mont-Blanc) Université Savoie Mont Blanc (USMB Université de Savoie Université de Chambéry ) Centre d'études spatiales de la biosphère (CESBIO) Centre National d'Études Spatiales Toulouse (CNES)-Observatoire Midi-Pyrénées (OMP) Institut de Recherche pour le Développement (IRD)-Centre National de la Recherche Scientifique (CNRS)-Université Fédérale Toulouse Midi-Pyrénées-Centre National d'Études Spatiales Toulouse (CNES)-Météo France-Institut de Recherche pour le Développement (IRD)-Centre National de la Recherche Scientifique (CNRS)-Université Fédérale Toulouse Midi-Pyrénées-Météo France-Université Toulouse III - Paul Sabatier (UT3) Université Fédérale Toulouse Midi-Pyrénées-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE)-Centre National de la Recherche Scientifique (CNRS) CBNA, Natl Bot Conservatory Alps, 148 Rue Pasteur, F-73000 Chambdry, France Partenaires INRAE LIFE PASTORALP project : LIFE16 CCA/IT/000060 2019 https://hal.inrae.fr/hal-03086081 https://doi.org/10.3390/rs11232807 en eng HAL CCSD MDPI info:eu-repo/semantics/altIdentifier/doi/10.3390/rs11232807 hal-03086081 https://hal.inrae.fr/hal-03086081 doi:10.3390/rs11232807 PRODINRA: 493758 WOS: 000508382100088 http://creativecommons.org/licenses/by/ ISSN: 2072-4292 Remote Sensing https://hal.inrae.fr/hal-03086081 Remote Sensing, MDPI, 2019, 11 (23), pp.1-23. ⟨10.3390/rs11232807⟩ optical remote sensing anthocyanin dwarf shrubs European Alps land cover mapping [SDU.STU]Sciences of the Universe [physics]/Earth Sciences info:eu-repo/semantics/article Journal articles 2019 ftccsdartic https://doi.org/10.3390/rs11232807 2022-04-09T22:25:11Z International audience Shrub encroachment into grassland and rocky habitats is a noticeable land cover change currently underway in temperate mountains and is a matter of concern for the sustainable management of mountain biodiversity. Current land cover products tend to underestimate the extent of mountain shrublands dominated by Ericaceae (Vaccinium spp. (species) and Rhododendron ferrugineum). In addition, mountain shrubs are often confounded with grasslands. Here, we examined the potential of anthocyanin-responsive vegetation indices to provide more accurate maps of mountain shrublands in a mountain range located in the French Alps. We relied on the multi-spectral instrument onboard the Sentinel-2A and 2B satellites and the availability of red-edge bands to calculate a Normalized Anthocyanin Reflectance Index (NARI). We used this index to quantify the autumn accumulation of anthocyanin in canopies dominated by Vaccinium spp. and Rhododendron ferrugineum and compared the effectiveness of NARI to Normalized Difference Vegetation Index (NDVI) as a basis for shrubland mapping. Photointerpretation of high-resolution aerial imagery, intensive field campaigns, and floristic surveys provided complementary data to calibrate and evaluate model performance. The proposed NARI-based model performed better than the NDVI-based model with an area under the curve (AUC) of 0.92 against 0.58. Validation of shrub cover maps based on NARI resulted in a Kappa coefficient of 0.67, which outperformed existing land cover products and resulted in a ten-fold increase in estimated area occupied by Ericaceae-dominated shrublands. We conclude that the Sentinel-2 red-edge band provides novel opportunities to detect seasonal anthocyanin accumulation in plant canopies and discuss the potential of our method to quantify long-term dynamics of shrublands in alpine and arctic contexts. Article in Journal/Newspaper Arctic Archive ouverte HAL (Hyper Article en Ligne, CCSD - Centre pour la Communication Scientifique Directe) Arctic The Sentinel ENVELOPE(73.317,73.317,-52.983,-52.983) Remote Sensing 11 23 2807
institution Open Polar
collection Archive ouverte HAL (Hyper Article en Ligne, CCSD - Centre pour la Communication Scientifique Directe)
op_collection_id ftccsdartic
language English
topic optical remote sensing
anthocyanin
dwarf shrubs
European Alps
land cover mapping
[SDU.STU]Sciences of the Universe [physics]/Earth Sciences
spellingShingle optical remote sensing
anthocyanin
dwarf shrubs
European Alps
land cover mapping
[SDU.STU]Sciences of the Universe [physics]/Earth Sciences
Carlson, Bradley Z.
Bayle, Arthur
Carlson, Bradley
Thierion, Vincent
Isenmann, Marc
Choler, Philippe
Improved Mapping of Mountain Shrublands Using the Sentinel-2 Red-Edge Band
topic_facet optical remote sensing
anthocyanin
dwarf shrubs
European Alps
land cover mapping
[SDU.STU]Sciences of the Universe [physics]/Earth Sciences
description International audience Shrub encroachment into grassland and rocky habitats is a noticeable land cover change currently underway in temperate mountains and is a matter of concern for the sustainable management of mountain biodiversity. Current land cover products tend to underestimate the extent of mountain shrublands dominated by Ericaceae (Vaccinium spp. (species) and Rhododendron ferrugineum). In addition, mountain shrubs are often confounded with grasslands. Here, we examined the potential of anthocyanin-responsive vegetation indices to provide more accurate maps of mountain shrublands in a mountain range located in the French Alps. We relied on the multi-spectral instrument onboard the Sentinel-2A and 2B satellites and the availability of red-edge bands to calculate a Normalized Anthocyanin Reflectance Index (NARI). We used this index to quantify the autumn accumulation of anthocyanin in canopies dominated by Vaccinium spp. and Rhododendron ferrugineum and compared the effectiveness of NARI to Normalized Difference Vegetation Index (NDVI) as a basis for shrubland mapping. Photointerpretation of high-resolution aerial imagery, intensive field campaigns, and floristic surveys provided complementary data to calibrate and evaluate model performance. The proposed NARI-based model performed better than the NDVI-based model with an area under the curve (AUC) of 0.92 against 0.58. Validation of shrub cover maps based on NARI resulted in a Kappa coefficient of 0.67, which outperformed existing land cover products and resulted in a ten-fold increase in estimated area occupied by Ericaceae-dominated shrublands. We conclude that the Sentinel-2 red-edge band provides novel opportunities to detect seasonal anthocyanin accumulation in plant canopies and discuss the potential of our method to quantify long-term dynamics of shrublands in alpine and arctic contexts.
author2 Centre de Recherches sur les Ecosystèmes d'Altitude (CREA Mont-Blanc)
Université Savoie Mont Blanc (USMB Université de Savoie Université de Chambéry )
Centre d'études spatiales de la biosphère (CESBIO)
Centre National d'Études Spatiales Toulouse (CNES)-Observatoire Midi-Pyrénées (OMP)
Institut de Recherche pour le Développement (IRD)-Centre National de la Recherche Scientifique (CNRS)-Université Fédérale Toulouse Midi-Pyrénées-Centre National d'Études Spatiales Toulouse (CNES)-Météo France-Institut de Recherche pour le Développement (IRD)-Centre National de la Recherche Scientifique (CNRS)-Université Fédérale Toulouse Midi-Pyrénées-Météo France-Université Toulouse III - Paul Sabatier (UT3)
Université Fédérale Toulouse Midi-Pyrénées-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE)-Centre National de la Recherche Scientifique (CNRS)
CBNA, Natl Bot Conservatory Alps, 148 Rue Pasteur, F-73000 Chambdry, France
Partenaires INRAE
LIFE PASTORALP project : LIFE16 CCA/IT/000060
format Article in Journal/Newspaper
author Carlson, Bradley Z.
Bayle, Arthur
Carlson, Bradley
Thierion, Vincent
Isenmann, Marc
Choler, Philippe
author_facet Carlson, Bradley Z.
Bayle, Arthur
Carlson, Bradley
Thierion, Vincent
Isenmann, Marc
Choler, Philippe
author_sort Carlson, Bradley Z.
title Improved Mapping of Mountain Shrublands Using the Sentinel-2 Red-Edge Band
title_short Improved Mapping of Mountain Shrublands Using the Sentinel-2 Red-Edge Band
title_full Improved Mapping of Mountain Shrublands Using the Sentinel-2 Red-Edge Band
title_fullStr Improved Mapping of Mountain Shrublands Using the Sentinel-2 Red-Edge Band
title_full_unstemmed Improved Mapping of Mountain Shrublands Using the Sentinel-2 Red-Edge Band
title_sort improved mapping of mountain shrublands using the sentinel-2 red-edge band
publisher HAL CCSD
publishDate 2019
url https://hal.inrae.fr/hal-03086081
https://doi.org/10.3390/rs11232807
long_lat ENVELOPE(73.317,73.317,-52.983,-52.983)
geographic Arctic
The Sentinel
geographic_facet Arctic
The Sentinel
genre Arctic
genre_facet Arctic
op_source ISSN: 2072-4292
Remote Sensing
https://hal.inrae.fr/hal-03086081
Remote Sensing, MDPI, 2019, 11 (23), pp.1-23. ⟨10.3390/rs11232807⟩
op_relation info:eu-repo/semantics/altIdentifier/doi/10.3390/rs11232807
hal-03086081
https://hal.inrae.fr/hal-03086081
doi:10.3390/rs11232807
PRODINRA: 493758
WOS: 000508382100088
op_rights http://creativecommons.org/licenses/by/
op_doi https://doi.org/10.3390/rs11232807
container_title Remote Sensing
container_volume 11
container_issue 23
container_start_page 2807
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