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

被引:142
作者
Sirguey, Pascal [1 ]
Mathieu, Renaud [1 ,2 ]
Arnaud, Yves [3 ]
机构
[1] Univ Otago, Sch Surveying, Dunedin, New Zealand
[2] CSIR, NRE Earth Observat Res Grp, ZA-0001 Pretoria, South Africa
[3] IRD Great Ice, Lab Glaciol & Geophys Environm, F-38402 St Martin Dheres, France
关键词
MODIS; Snow; Image fusion; Subpixel snow fraction; Mountainous terrain; Spectral unmixing; SPECTRAL MIXTURE ANALYSIS; REMOTE-SENSING DATA; SOLAR-RADIATION; BIDIRECTIONAL REFLECTANCE; DIFFUSE IRRADIANCE; SATELLITE IMAGERY; EARTHS SURFACE; CLEAR-SKY; MODEL; AREA;
D O I
10.1016/j.rse.2008.09.008
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
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. (C) 2008 Elsevier Inc. All rights reserved.
引用
收藏
页码:160 / 181
页数:22
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