Development of a tundra-specific snow water equivalent retrieval algorithm for satellite passive microwave data

被引:94
作者
Derksen, C. [1 ]
Toose, P. [1 ]
Rees, A. [2 ]
Wang, L. [1 ]
English, M. [2 ]
Walker, A. [1 ]
Sturm, M. [3 ]
机构
[1] Environm Canada, Div Climate Res, Toronto, ON, Canada
[2] Wilfrid Laurier Univ, Dept Geog & Environm Studies, Waterloo, ON N2L 3C5, Canada
[3] USA, Cold Reg Res & Engn Lab, Engineer Res & Dev Ctr, Ft Wainwright, AK USA
基金
美国国家科学基金会;
关键词
Snow water equivalent; Passive microwave; Tundra; Sub-Arctic; DEPTH; ALASKA; COVER;
D O I
10.1016/j.rse.2010.02.019
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Airborne and satellite brightness temperature (T-B) measurements were combined with intensive field observations of sub-Arctic tundra snow cover to develop the framework for a new tundra-specific passive microwave snow water equivalent (SWE) retrieval algorithm. The dense snowpack and high sub-grid lake fraction across the tundra mean that conventional brightness temperature difference approaches (such as the commonly used 37 GHz-19 GHz) are not appropriate across the sub-Arctic. Airborne radiometer measurements (with footprint dimensions of approximately 70x120 m) acquired across sub-Arctic Canada during three field campaigns during the 2008 winter season were utilized to illustrate a slope reversal in the 37 GHz T-B versus SWE relationship. Scattering by the tundra snowpack drives a negative relationship until a threshold SWE value is reached near 130 mm at which point emission from the snowpack creates a positive but noisier relationship between 37 GHz T-B and SWE. The change from snowpack scattering to emission was also evident in the temporal evolution of 37 GHz T-B observed from satellite measurements. AMSR-E brightness temperatures (2002/03-2006/07) consistently exhibited decreases through the winter before reaching a minimum in February or March, followed by an increase for weeks or months before melt. The cumulative absolute change (Sigma vertical bar Delta 37V vertical bar) in vertically polarized 37 GHz T-B was computed at both monthly and pentad intervals from a January 1 start date and compared to ground measured SWE from intensive and regional snow survey campaigns, and climate station observations. A greater (lower) cumulative change in vertical bar Delta 37V vertical bar was significantly related to greater (lower) ground measured SWE (r(2) = 0.77 with monthly averages: r(2) = 0.67 with pentad averages). Sigma vertical bar Delta 37V vertical bar was only weakly correlated with lake fraction: monthly r(2) values calculated for January through April 2003-2007 were largely less than 0.2. These results indicate that this is a computationally straightforward and viable algorithmic framework for producing tundra-specific SWE datasets from the complete satellite passive microwave record (1979 to present). Crown Copyright (C) 2010 Published by Elsevier Inc. All rights reserved.
引用
收藏
页码:1699 / 1709
页数:11
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