Sensitivity of glacier volume change estimation to DEM void interpolation

Glacier mass balance has been estimated on individual glacier and regional scales using repeat digital elevation models (DEMs). DEMs often have gaps in coverage (“voids”), the properties of which depend on the nature of the sensor used and the surface being measured. The way that these voids are acc...

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Published in:The Cryosphere
Main Authors: R. McNabb, C. Nuth, A. Kääb, L. Girod
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2019
Subjects:
Online Access:https://doi.org/10.5194/tc-13-895-2019
https://doaj.org/article/b6de943033f944a7910d44efe18e26cb
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spelling ftdoajarticles:oai:doaj.org/article:b6de943033f944a7910d44efe18e26cb 2023-05-15T16:20:28+02:00 Sensitivity of glacier volume change estimation to DEM void interpolation R. McNabb C. Nuth A. Kääb L. Girod 2019-03-01T00:00:00Z https://doi.org/10.5194/tc-13-895-2019 https://doaj.org/article/b6de943033f944a7910d44efe18e26cb EN eng Copernicus Publications https://www.the-cryosphere.net/13/895/2019/tc-13-895-2019.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 doi:10.5194/tc-13-895-2019 1994-0416 1994-0424 https://doaj.org/article/b6de943033f944a7910d44efe18e26cb The Cryosphere, Vol 13, Pp 895-910 (2019) Environmental sciences GE1-350 Geology QE1-996.5 article 2019 ftdoajarticles https://doi.org/10.5194/tc-13-895-2019 2022-12-30T23:08:48Z Glacier mass balance has been estimated on individual glacier and regional scales using repeat digital elevation models (DEMs). DEMs often have gaps in coverage (“voids”), the properties of which depend on the nature of the sensor used and the surface being measured. The way that these voids are accounted for has a direct impact on the estimate of geodetic glacier mass balance, though a systematic comparison of different proposed methods has been heretofore lacking. In this study, we determine the impact and sensitivity of void interpolation methods on estimates of volume change. Using two spatially complete, high-resolution DEMs over southeast Alaska, USA, we artificially generate voids in one of the DEMs using correlation values derived from photogrammetric processing of Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) scenes. We then compare 11 different void interpolation methods on a glacier-by-glacier and regional basis. We find that a few methods introduce biases of up to 20 % in the regional results, while other methods give results very close ( <1 % difference) to the true, non-voided volume change estimates. By comparing results from a few of the best-performing methods, an estimate of the uncertainty introduced by interpolating voids can be obtained. Finally, by increasing the number of voids, we show that with these best-performing methods, reliable estimates of glacier-wide volume change can be obtained, even with sparse DEM coverage. Article in Journal/Newspaper glacier The Cryosphere Alaska Directory of Open Access Journals: DOAJ Articles Geodetic Glacier ENVELOPE(163.800,163.800,-77.750,-77.750) The Cryosphere 13 3 895 910
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Environmental sciences
GE1-350
Geology
QE1-996.5
spellingShingle Environmental sciences
GE1-350
Geology
QE1-996.5
R. McNabb
C. Nuth
A. Kääb
L. Girod
Sensitivity of glacier volume change estimation to DEM void interpolation
topic_facet Environmental sciences
GE1-350
Geology
QE1-996.5
description Glacier mass balance has been estimated on individual glacier and regional scales using repeat digital elevation models (DEMs). DEMs often have gaps in coverage (“voids”), the properties of which depend on the nature of the sensor used and the surface being measured. The way that these voids are accounted for has a direct impact on the estimate of geodetic glacier mass balance, though a systematic comparison of different proposed methods has been heretofore lacking. In this study, we determine the impact and sensitivity of void interpolation methods on estimates of volume change. Using two spatially complete, high-resolution DEMs over southeast Alaska, USA, we artificially generate voids in one of the DEMs using correlation values derived from photogrammetric processing of Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) scenes. We then compare 11 different void interpolation methods on a glacier-by-glacier and regional basis. We find that a few methods introduce biases of up to 20 % in the regional results, while other methods give results very close ( <1 % difference) to the true, non-voided volume change estimates. By comparing results from a few of the best-performing methods, an estimate of the uncertainty introduced by interpolating voids can be obtained. Finally, by increasing the number of voids, we show that with these best-performing methods, reliable estimates of glacier-wide volume change can be obtained, even with sparse DEM coverage.
format Article in Journal/Newspaper
author R. McNabb
C. Nuth
A. Kääb
L. Girod
author_facet R. McNabb
C. Nuth
A. Kääb
L. Girod
author_sort R. McNabb
title Sensitivity of glacier volume change estimation to DEM void interpolation
title_short Sensitivity of glacier volume change estimation to DEM void interpolation
title_full Sensitivity of glacier volume change estimation to DEM void interpolation
title_fullStr Sensitivity of glacier volume change estimation to DEM void interpolation
title_full_unstemmed Sensitivity of glacier volume change estimation to DEM void interpolation
title_sort sensitivity of glacier volume change estimation to dem void interpolation
publisher Copernicus Publications
publishDate 2019
url https://doi.org/10.5194/tc-13-895-2019
https://doaj.org/article/b6de943033f944a7910d44efe18e26cb
long_lat ENVELOPE(163.800,163.800,-77.750,-77.750)
geographic Geodetic Glacier
geographic_facet Geodetic Glacier
genre glacier
The Cryosphere
Alaska
genre_facet glacier
The Cryosphere
Alaska
op_source The Cryosphere, Vol 13, Pp 895-910 (2019)
op_relation https://www.the-cryosphere.net/13/895/2019/tc-13-895-2019.pdf
https://doaj.org/toc/1994-0416
https://doaj.org/toc/1994-0424
doi:10.5194/tc-13-895-2019
1994-0416
1994-0424
https://doaj.org/article/b6de943033f944a7910d44efe18e26cb
op_doi https://doi.org/10.5194/tc-13-895-2019
container_title The Cryosphere
container_volume 13
container_issue 3
container_start_page 895
op_container_end_page 910
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