Error sources and guidelines for quality assessment of glacier area, elevation change, and velocity products derived from satellite data in the Glaciers_cci project

被引:135
作者
Paul, Frank [1 ]
Bolch, Tobias [1 ]
Briggs, Kate [2 ]
Kaab, Andreas [3 ]
McMillan, Malcolm [2 ]
McNabb, Robert [3 ]
Nagler, Thomas [4 ]
Nuth, Christopher [3 ]
Rastner, Philipp [1 ]
Strozzi, Tazio [5 ]
Wuite, Jan [4 ]
机构
[1] Univ Zurich, Dept Geog, Winterthurerstr 190, CH-8057 Zurich, Switzerland
[2] Univ Leeds, Ctr Polar Observat & Modelling, Leeds LS2 9JT, W Yorkshire, England
[3] Univ Oslo, Inst Geosci, POB 1047, N-0316 Oslo, Norway
[4] ENVEO IT GmbH, Technikerstr 21a, A-6020 Innsbruck, Austria
[5] GAMMA Remote Sensing, Worbstr 225, CH-3073 Gumlingen, Switzerland
基金
欧洲研究理事会;
关键词
Glaciers; Outlines; Elevation change; Velocity; Quality measures; ECV monitoring; Satellite data; CCI; VOLUME-CHANGE ESTIMATION; ICESAT LASER ALTIMETRY; MASS-BALANCE; ROCK GLACIERS; TANDEM-X; COMPLETE INVENTORY; SURFACE ELEVATION; BERING GLACIER; LOSS RATES; RESOLUTION;
D O I
10.1016/j.rse.2017.08.038
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Satellite data provide a large range of information on glacier dynamics and changes. Results are often reported, provided and used without consideration of measurement accuracy (difference to a true value) and precision (variability of independent assessments). Whereas accuracy might be difficult to determine due to the limited availability of appropriate reference data and the complimentary nature of satellite measurements, precision can be obtained from a large range of measures with a variable effort for determination. This study provides a systematic overview on the factors influencing accuracy and precision of glacier area, elevation change (from altimetry and DEM differencing), and velocity products derived from satellite data, along with measures for calculating them. A tiered list of recommendations is provided (sorted for effort from Level 0 to 3) as a guide for analysts to apply what is possible given the datasets used and available to them. The more simple measures to describe product quality (Levels 0 and 1) can often easily be applied and should thus always be reported. Medium efforts (Level 2) require additional work but provide a more realistic assessment of product precision. Real accuracy assessment (Level 3) requires independent and coincidently acquired reference data with high accuracy. However, these are rarely available and their transformation into an unbiased source of information is challenging. This overview is based on the experiences and lessons learned in the ESA project Glaciers_cci rather than a review of the literature.
引用
收藏
页码:256 / 275
页数:20
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