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

被引:24
作者
Bayle, Arthur [1 ]
Carlson, Bradley Z. [2 ]
Thierion, Vincent [3 ]
Isenmann, Marc [4 ]
Choler, Philippe [1 ,5 ]
机构
[1] Univ Savoie Mont Blanc, Univ Grenoble Alpes, CNRS, LECA, F-38000 Grenoble, France
[2] CREA, Observ Mont Blanc, F-74400 Chamonix Mt Blanc, France
[3] Univ Toulouse III Paul Sabatier, Univ Toulouse, CNRS, CESBIO,CNES,INRA,IRD, F-31000 Toulouse, France
[4] CBNA, Natl Bot Conservatory Alps, 148 Rue Pasteur, F-73000 Chambdry, France
[5] Univ Savoie Mont Blanc, Univ Grenoble Alpes, CNRS, F-38000 Grenoble, France
关键词
optical remote sensing; anthocyanin; dwarf shrubs; European Alps; land cover mapping; NARI; VEN-MU-S; CLIMATE-CHANGE; NONDESTRUCTIVE ESTIMATION; VEGETATION PRODUCTIVITY; ANTHOCYANIN CONTENT; CHLOROPHYLL CONTENT; SNOW COVER; GREEN LAI; LAND-USE; TUNDRA;
D O I
10.3390/rs11232807
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
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.
引用
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页数:23
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