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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Copernicus Publications under license by EGU – European Geosciences Union GmbH
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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 |
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1766008372936572928 |