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Subpixel monitoring of the seasonal snow cover with MODIS at 250 m spatial resolution in the Southern Alps of New Zealand : methodology and accuracy assessment
- Source :
- Remote Sensing of Environment, Remote Sensing of Environment, Elsevier, 2009, 113 (1), pp.160-181. ⟨10.1016/j.rse.2008.09.008⟩
- Publication Year :
- 2009
-
Abstract
- International audience; This study describes a comprehensive method to produce routinely regional maps of seasonal snow cover in the Southern Alps of New Zealand (upper Waitaki basin) on a subpixel basis, and with the MODerate Resolution Imaging Spectroradiometer (MODIS). The method uses an image fusion algorithm to produce snow maps at an improved 250 m spatial resolution in addition to the 500 m resolution snow maps. An iterative approach is used to correct imagery for both atmospheric and topographic effects using daily observations of atmospheric parameters. The computation of ground spectral reflectance enabled the use of image-independent end-members in a constrained linear unmixing technique to achieve a robust estimation of subpixel snow fractions. The accuracy of the snow maps and performance of the algorithm were assessed carefully using eight pairs of synchronic MODIS/ASTER images. ‘Pixel-based' metrics showed that subpixel snow fractions were retrieved with a Mean Absolute Error of 6.8% at 250 m spatial resolution and 5.1% after aggregation at 500 m spatial resolution. In addition, a ‘feature-based' metric showed that 90% of the snowlines were depicted generally within 300 m and 200 m of their correct position for the 500-m and 250-m spatial resolution snow maps, respectively. A dataset of 679 maps of subpixel snow fraction was produced for the period from February 2000 to May 2007. These repeated observations of the seasonal snow cover will benefit the ongoing effort to model snowmelt runoff in the region and to improve the estimation and management of water resources.
- Subjects :
- RADIOMETRIE
VARIATION SAISONNIERE
010504 meteorology & atmospheric sciences
IMAGE SATELLITE
0211 other engineering and technologies
Soil Science
TRAITEMENT D'IMAGE
02 engineering and technology
RESSOURCES EN EAU
01 natural sciences
Subpixel snow fraction
Advanced Spaceborne Thermal Emission and Reflection Radiometer
Mountainous terrain
Snow
Image fusion
[SDU.STU.GL]Sciences of the Universe [physics]/Earth Sciences/Glaciology
Computers in Earth Sciences
Meltwater
Image resolution
021101 geological & geomatics engineering
0105 earth and related environmental sciences
Remote sensing
SURFACE DU SOL
TELEDETECTION SPATIALE
Geology
SPECTROMETRIE
Subpixel rendering
MODIS
13. Climate action
Snowmelt
CARTOGRAPHIE AUTOMATIQUE
Radiometry
Environmental science
Moderate-resolution imaging spectroradiometer
ZONE DE MONTAGNE
Spectral unmixing
METHODOLOGIE
NEIGE
Subjects
Details
- Language :
- English
- ISSN :
- 00344257 and 18790704
- Database :
- OpenAIRE
- Journal :
- Remote Sensing of Environment, Remote Sensing of Environment, Elsevier, 2009, 113 (1), pp.160-181. ⟨10.1016/j.rse.2008.09.008⟩
- Accession number :
- edsair.doi.dedup.....c7969f810f4f1363d613aa9e25c1fb36
- Full Text :
- https://doi.org/10.1016/j.rse.2008.09.008⟩