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: Bayle, Arthur, Carlson, Bradley Z., Thiérion, Vincent, Isenmann, Marc, Choler, Philippe
Other Authors: Université Savoie Mont Blanc (USMB Université de Savoie Université de Chambéry ), Centre de Recherches sur les Ecosystèmes d'Altitude (CREA Mont-Blanc), Centre d'études spatiales de la biosphère (CESBIO), Institut de Recherche pour le Développement (IRD)-Université Toulouse III - Paul Sabatier (UT3), Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire Midi-Pyrénées (OMP), Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France-Centre National de la Recherche Scientifique (CNRS)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE), Conservatoire Botanique National Alpin (CBNA), 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-02620636
https://hal.inrae.fr/hal-02620636/document
https://hal.inrae.fr/hal-02620636/file/Publis19-cesbio-013_bayle_improved_1.pdf
https://doi.org/10.3390/rs11232807
id ftinraparis:oai:HAL:hal-02620636v1
record_format openpolar
institution Open Polar
collection Institut National de la Recherche Agronomique: ProdINRA
op_collection_id ftinraparis
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
Bayle, Arthur
Carlson, Bradley Z.
Thiérion, 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 Université Savoie Mont Blanc (USMB Université de Savoie Université de Chambéry )
Centre de Recherches sur les Ecosystèmes d'Altitude (CREA Mont-Blanc)
Centre d'études spatiales de la biosphère (CESBIO)
Institut de Recherche pour le Développement (IRD)-Université Toulouse III - Paul Sabatier (UT3)
Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire Midi-Pyrénées (OMP)
Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France-Centre National de la Recherche Scientifique (CNRS)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE)
Conservatoire Botanique National Alpin (CBNA)
LIFE PASTORALP project : LIFE16 CCA/IT/000060
format Article in Journal/Newspaper
author Bayle, Arthur
Carlson, Bradley Z.
Thiérion, Vincent
Isenmann, Marc
Choler, Philippe
author_facet Bayle, Arthur
Carlson, Bradley Z.
Thiérion, Vincent
Isenmann, Marc
Choler, Philippe
author_sort Bayle, Arthur
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-02620636
https://hal.inrae.fr/hal-02620636/document
https://hal.inrae.fr/hal-02620636/file/Publis19-cesbio-013_bayle_improved_1.pdf
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-02620636
Remote Sensing, 2019, 11 (23), pp.1-23. ⟨10.3390/rs11232807⟩
op_relation info:eu-repo/semantics/altIdentifier/doi/10.3390/rs11232807
hal-02620636
https://hal.inrae.fr/hal-02620636
https://hal.inrae.fr/hal-02620636/document
https://hal.inrae.fr/hal-02620636/file/Publis19-cesbio-013_bayle_improved_1.pdf
doi:10.3390/rs11232807
PRODINRA: 493758
WOS: 000508382100088
op_rights http://creativecommons.org/licenses/by/
info:eu-repo/semantics/OpenAccess
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container_title Remote Sensing
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spelling ftinraparis:oai:HAL:hal-02620636v1 2024-09-09T19:27:22+00:00 Improved Mapping of Mountain Shrublands Using the Sentinel-2 Red-Edge Band Bayle, Arthur Carlson, Bradley Z. Thiérion, Vincent Isenmann, Marc Choler, Philippe Université Savoie Mont Blanc (USMB Université de Savoie Université de Chambéry ) Centre de Recherches sur les Ecosystèmes d'Altitude (CREA Mont-Blanc) Centre d'études spatiales de la biosphère (CESBIO) Institut de Recherche pour le Développement (IRD)-Université Toulouse III - Paul Sabatier (UT3) Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire Midi-Pyrénées (OMP) Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France-Centre National de la Recherche Scientifique (CNRS)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE) Conservatoire Botanique National Alpin (CBNA) LIFE PASTORALP project : LIFE16 CCA/IT/000060 2019 https://hal.inrae.fr/hal-02620636 https://hal.inrae.fr/hal-02620636/document https://hal.inrae.fr/hal-02620636/file/Publis19-cesbio-013_bayle_improved_1.pdf https://doi.org/10.3390/rs11232807 en eng HAL CCSD MDPI info:eu-repo/semantics/altIdentifier/doi/10.3390/rs11232807 hal-02620636 https://hal.inrae.fr/hal-02620636 https://hal.inrae.fr/hal-02620636/document https://hal.inrae.fr/hal-02620636/file/Publis19-cesbio-013_bayle_improved_1.pdf doi:10.3390/rs11232807 PRODINRA: 493758 WOS: 000508382100088 http://creativecommons.org/licenses/by/ info:eu-repo/semantics/OpenAccess ISSN: 2072-4292 Remote Sensing https://hal.inrae.fr/hal-02620636 Remote Sensing, 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 ftinraparis https://doi.org/10.3390/rs11232807 2024-06-25T14:54:46Z 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 Institut National de la Recherche Agronomique: ProdINRA Arctic The Sentinel ENVELOPE(73.317,73.317,-52.983,-52.983) Remote Sensing 11 23 2807