Validating MODIS and Sentinel-2 NDVI Products at a Temperate Deciduous Forest Site Using Two Independent Ground-Based Sensors

被引:72
作者
Lange, Maximilian [1 ]
Dechant, Benjamin [1 ,2 ]
Rebmann, Corinna [2 ]
Vohland, Michael [3 ]
Cuntz, Matthias [2 ,4 ]
Doktor, Daniel [1 ]
机构
[1] UFZ Helmholtz Ctr Environm Res, Dept Computat Landscape Ecol, Permoserstr 15, D-04318 Leipzig, Germany
[2] UFZ Helmholtz Ctr Environm Res, Dept Computat Hydrosyst, Permoserstr 15, D-04318 Leipzig, Germany
[3] Univ Leipzig, Inst Geog Geoinformat & Remote Sensing, Johannisallee 19a, D-04103 Leipzig, Germany
[4] Univ Lorraine, INRA, Ecol & Ecophysiol Forestiere UMR1137, F-54280 Champenoux, France
来源
SENSORS | 2017年 / 17卷 / 08期
关键词
sensor; hyperspectral; multispectral; validation; site; automatic; measurements; vegetation; MODIS; Sentinel-2; phenology; VEGETATION INDEXES; PLANT PHENOLOGY; SATELLITE DATA; LAND-SURFACE; TIME-SERIES; REFLECTANCE; MODELS; CALIBRATION; EXTRACTION; CLIMATE;
D O I
10.3390/s17081855
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Quantifying the accuracy of remote sensing products is a timely endeavor given the rapid increase in Earth observation missions. A validation site for Sentinel-2 products was hence established in central Germany. Automatic multispectral and hyperspectral sensor systems were installed in parallel with an existing eddy covariance flux tower, providing spectral information of the vegetation present at high temporal resolution. Normalized Difference Vegetation Index (NDVI) values from ground-based hyperspectral and multispectral sensors were compared with NDVI products derived from Sentinel-2A and Moderate-resolution Imaging Spectroradiometer (MODIS). The influence of different spatial and temporal resolutions was assessed. High correlations and similar phenological patterns between in situ and satellite-based NDVI time series demonstrated the reliability of satellite-based phenological metrics. Sentinel-2-derived metrics showed better agreement with in situ measurements than MODIS-derived metrics. Dynamic filtering with the best index slope extraction algorithm was nevertheless beneficial for Sentinel-2 NDVI time series despite the availability of quality information from the atmospheric correction procedure.
引用
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页数:18
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