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

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 dom...

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Published in:Remote Sensing
Main Authors: Arthur Bayle, Bradley Carlson, Vincent Thierion, Marc Isenmann, Philippe Choler
Format: Text
Language:English
Published: Multidisciplinary Digital Publishing Institute 2019
Subjects:
Online Access:https://doi.org/10.3390/rs11232807
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spelling ftmdpi:oai:mdpi.com:/2072-4292/11/23/2807/ 2023-08-20T04:04:50+02:00 Improved Mapping of Mountain Shrublands Using the Sentinel-2 Red-Edge Band Arthur Bayle Bradley Carlson Vincent Thierion Marc Isenmann Philippe Choler agris 2019-11-27 application/pdf https://doi.org/10.3390/rs11232807 EN eng Multidisciplinary Digital Publishing Institute https://dx.doi.org/10.3390/rs11232807 https://creativecommons.org/licenses/by/4.0/ Remote Sensing; Volume 11; Issue 23; Pages: 2807 optical remote sensing anthocyanin dwarf shrubs European Alps land cover mapping NARI Text 2019 ftmdpi https://doi.org/10.3390/rs11232807 2023-07-31T22:50:14Z 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. Text Arctic MDPI Open Access Publishing Arctic The Sentinel ENVELOPE(73.317,73.317,-52.983,-52.983) Remote Sensing 11 23 2807
institution Open Polar
collection MDPI Open Access Publishing
op_collection_id ftmdpi
language English
topic optical remote sensing
anthocyanin
dwarf shrubs
European Alps
land cover mapping
NARI
spellingShingle optical remote sensing
anthocyanin
dwarf shrubs
European Alps
land cover mapping
NARI
Arthur Bayle
Bradley Carlson
Vincent Thierion
Marc Isenmann
Philippe Choler
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
NARI
description 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.
format Text
author Arthur Bayle
Bradley Carlson
Vincent Thierion
Marc Isenmann
Philippe Choler
author_facet Arthur Bayle
Bradley Carlson
Vincent Thierion
Marc Isenmann
Philippe Choler
author_sort Arthur Bayle
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 Multidisciplinary Digital Publishing Institute
publishDate 2019
url https://doi.org/10.3390/rs11232807
op_coverage agris
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 Remote Sensing; Volume 11; Issue 23; Pages: 2807
op_relation https://dx.doi.org/10.3390/rs11232807
op_rights https://creativecommons.org/licenses/by/4.0/
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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