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...

Full description

Bibliographic Details
Published in:The Cryosphere
Main Authors: McNabb, Robert Whitfield, Nuth, Christopher, Kääb, Andreas, Girod, Luc Maurice Ramuntcho
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications under license by EGU – European Geosciences Union GmbH 2019
Subjects:
Online Access:http://hdl.handle.net/10852/71548
http://urn.nb.no/URN:NBN:no-74651
https://doi.org/10.5194/tc-13-895-2019
id ftoslouniv:oai:www.duo.uio.no:10852/71548
record_format openpolar
spelling ftoslouniv:oai:www.duo.uio.no:10852/71548 2023-05-15T16:20:27+02:00 Sensitivity of glacier volume change estimation to DEM void interpolation McNabb, Robert Whitfield Nuth, Christopher Kääb, Andreas Girod, Luc Maurice Ramuntcho 2019-07-22T12:01:09Z http://hdl.handle.net/10852/71548 http://urn.nb.no/URN:NBN:no-74651 https://doi.org/10.5194/tc-13-895-2019 EN eng Copernicus Publications under license by EGU – European Geosciences Union GmbH http://urn.nb.no/URN:NBN:no-74651 McNabb, Robert Whitfield Nuth, Christopher Kääb, Andreas Girod, Luc Maurice Ramuntcho . Sensitivity of glacier volume change estimation to DEM void interpolation. The Cryosphere. 2019, 13(3), 895-910 http://hdl.handle.net/10852/71548 1712280 info:ofi/fmt:kev:mtx:ctx&ctx_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.jtitle=The Cryosphere&rft.volume=13&rft.spage=895&rft.date=2019 The Cryosphere 13 3 895 910 http://dx.doi.org/10.5194/tc-13-895-2019 URN:NBN:no-74651 Fulltext https://www.duo.uio.no/bitstream/handle/10852/71548/2/tc-13-895-2019.pdf Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/ CC-BY 1994-0416 Journal article Tidsskriftartikkel Peer reviewed PublishedVersion 2019 ftoslouniv https://doi.org/10.5194/tc-13-895-2019 2020-06-21T08:54:10Z 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 Universitet i Oslo: Digitale utgivelser ved UiO (DUO) Geodetic Glacier ENVELOPE(163.800,163.800,-77.750,-77.750) The Cryosphere 13 3 895 910
institution Open Polar
collection Universitet i Oslo: Digitale utgivelser ved UiO (DUO)
op_collection_id ftoslouniv
language English
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 McNabb, Robert Whitfield
Nuth, Christopher
Kääb, Andreas
Girod, Luc Maurice Ramuntcho
spellingShingle McNabb, Robert Whitfield
Nuth, Christopher
Kääb, Andreas
Girod, Luc Maurice Ramuntcho
Sensitivity of glacier volume change estimation to DEM void interpolation
author_facet McNabb, Robert Whitfield
Nuth, Christopher
Kääb, Andreas
Girod, Luc Maurice Ramuntcho
author_sort McNabb, Robert Whitfield
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 under license by EGU – European Geosciences Union GmbH
publishDate 2019
url http://hdl.handle.net/10852/71548
http://urn.nb.no/URN:NBN:no-74651
https://doi.org/10.5194/tc-13-895-2019
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 1994-0416
op_relation http://urn.nb.no/URN:NBN:no-74651
McNabb, Robert Whitfield Nuth, Christopher Kääb, Andreas Girod, Luc Maurice Ramuntcho . Sensitivity of glacier volume change estimation to DEM void interpolation. The Cryosphere. 2019, 13(3), 895-910
http://hdl.handle.net/10852/71548
1712280
info:ofi/fmt:kev:mtx:ctx&ctx_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.jtitle=The Cryosphere&rft.volume=13&rft.spage=895&rft.date=2019
The Cryosphere
13
3
895
910
http://dx.doi.org/10.5194/tc-13-895-2019
URN:NBN:no-74651
Fulltext https://www.duo.uio.no/bitstream/handle/10852/71548/2/tc-13-895-2019.pdf
op_rights Attribution 4.0 International
https://creativecommons.org/licenses/by/4.0/
op_rightsnorm CC-BY
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
_version_ 1766008372936572928