Interannual snow accumulation variability on glaciers derived from repeat, spatially extensive ground-penetrating radar surveys

There is significant uncertainty regarding the spatiotemporal distribution of seasonal snow on glaciers, despite being a fundamental component of glacier mass balance. To address this knowledge gap, we collected repeat, spatially extensive high-frequency ground-penetrating radar (GPR) observations o...

Full description

Bibliographic Details
Published in:The Cryosphere
Main Authors: D. McGrath, L. Sass, S. O'Neel, C. McNeil, S. G. Candela, E. H. Baker, H.-P. Marshall
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2018
Subjects:
Online Access:https://doi.org/10.5194/tc-12-3617-2018
https://doaj.org/article/8b07671c194646f782d269869220f4e4
id ftdoajarticles:oai:doaj.org/article:8b07671c194646f782d269869220f4e4
record_format openpolar
spelling ftdoajarticles:oai:doaj.org/article:8b07671c194646f782d269869220f4e4 2023-05-15T16:20:29+02:00 Interannual snow accumulation variability on glaciers derived from repeat, spatially extensive ground-penetrating radar surveys D. McGrath L. Sass S. O'Neel C. McNeil S. G. Candela E. H. Baker H.-P. Marshall 2018-11-01T00:00:00Z https://doi.org/10.5194/tc-12-3617-2018 https://doaj.org/article/8b07671c194646f782d269869220f4e4 EN eng Copernicus Publications https://www.the-cryosphere.net/12/3617/2018/tc-12-3617-2018.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 doi:10.5194/tc-12-3617-2018 1994-0416 1994-0424 https://doaj.org/article/8b07671c194646f782d269869220f4e4 The Cryosphere, Vol 12, Pp 3617-3633 (2018) Environmental sciences GE1-350 Geology QE1-996.5 article 2018 ftdoajarticles https://doi.org/10.5194/tc-12-3617-2018 2022-12-31T12:38:30Z There is significant uncertainty regarding the spatiotemporal distribution of seasonal snow on glaciers, despite being a fundamental component of glacier mass balance. To address this knowledge gap, we collected repeat, spatially extensive high-frequency ground-penetrating radar (GPR) observations on two glaciers in Alaska during the spring of 5 consecutive years. GPR measurements showed steep snow water equivalent (SWE) elevation gradients at both sites; continental Gulkana Glacier's SWE gradient averaged 115 mm 100 m −1 and maritime Wolverine Glacier's gradient averaged 440 mm 100 m −1 (over > 1000 m). We extrapolated GPR point observations across the glacier surface using terrain parameters derived from digital elevation models as predictor variables in two statistical models (stepwise multivariable linear regression and regression trees). Elevation and proxies for wind redistribution had the greatest explanatory power, and exhibited relatively time-constant coefficients over the study period. Both statistical models yielded comparable estimates of glacier-wide average SWE (1 % average difference at Gulkana, 4 % average difference at Wolverine), although the spatial distributions produced by the models diverged in unsampled regions of the glacier, particularly at Wolverine. In total, six different methods for estimating the glacier-wide winter balance average agreed within ±11 %. We assessed interannual variability in the spatial pattern of snow accumulation predicted by the statistical models using two quantitative metrics. Both glaciers exhibited a high degree of temporal stability, with ∼85 % of the glacier area experiencing less than 25 % normalized absolute variability over this 5-year interval. We found SWE at a sparse network (3 stakes per glacier) of long-term glaciological stake sites to be highly correlated with the GPR-derived glacier-wide average. We estimate that interannual variability in the spatial pattern of winter SWE accumulation is only a small component (4 %–10 % of glacier-wide ... Article in Journal/Newspaper glacier glaciers The Cryosphere Alaska Directory of Open Access Journals: DOAJ Articles The Cryosphere 12 11 3617 3633
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
D. McGrath
L. Sass
S. O'Neel
C. McNeil
S. G. Candela
E. H. Baker
H.-P. Marshall
Interannual snow accumulation variability on glaciers derived from repeat, spatially extensive ground-penetrating radar surveys
topic_facet Environmental sciences
GE1-350
Geology
QE1-996.5
description There is significant uncertainty regarding the spatiotemporal distribution of seasonal snow on glaciers, despite being a fundamental component of glacier mass balance. To address this knowledge gap, we collected repeat, spatially extensive high-frequency ground-penetrating radar (GPR) observations on two glaciers in Alaska during the spring of 5 consecutive years. GPR measurements showed steep snow water equivalent (SWE) elevation gradients at both sites; continental Gulkana Glacier's SWE gradient averaged 115 mm 100 m −1 and maritime Wolverine Glacier's gradient averaged 440 mm 100 m −1 (over > 1000 m). We extrapolated GPR point observations across the glacier surface using terrain parameters derived from digital elevation models as predictor variables in two statistical models (stepwise multivariable linear regression and regression trees). Elevation and proxies for wind redistribution had the greatest explanatory power, and exhibited relatively time-constant coefficients over the study period. Both statistical models yielded comparable estimates of glacier-wide average SWE (1 % average difference at Gulkana, 4 % average difference at Wolverine), although the spatial distributions produced by the models diverged in unsampled regions of the glacier, particularly at Wolverine. In total, six different methods for estimating the glacier-wide winter balance average agreed within ±11 %. We assessed interannual variability in the spatial pattern of snow accumulation predicted by the statistical models using two quantitative metrics. Both glaciers exhibited a high degree of temporal stability, with ∼85 % of the glacier area experiencing less than 25 % normalized absolute variability over this 5-year interval. We found SWE at a sparse network (3 stakes per glacier) of long-term glaciological stake sites to be highly correlated with the GPR-derived glacier-wide average. We estimate that interannual variability in the spatial pattern of winter SWE accumulation is only a small component (4 %–10 % of glacier-wide ...
format Article in Journal/Newspaper
author D. McGrath
L. Sass
S. O'Neel
C. McNeil
S. G. Candela
E. H. Baker
H.-P. Marshall
author_facet D. McGrath
L. Sass
S. O'Neel
C. McNeil
S. G. Candela
E. H. Baker
H.-P. Marshall
author_sort D. McGrath
title Interannual snow accumulation variability on glaciers derived from repeat, spatially extensive ground-penetrating radar surveys
title_short Interannual snow accumulation variability on glaciers derived from repeat, spatially extensive ground-penetrating radar surveys
title_full Interannual snow accumulation variability on glaciers derived from repeat, spatially extensive ground-penetrating radar surveys
title_fullStr Interannual snow accumulation variability on glaciers derived from repeat, spatially extensive ground-penetrating radar surveys
title_full_unstemmed Interannual snow accumulation variability on glaciers derived from repeat, spatially extensive ground-penetrating radar surveys
title_sort interannual snow accumulation variability on glaciers derived from repeat, spatially extensive ground-penetrating radar surveys
publisher Copernicus Publications
publishDate 2018
url https://doi.org/10.5194/tc-12-3617-2018
https://doaj.org/article/8b07671c194646f782d269869220f4e4
genre glacier
glaciers
The Cryosphere
Alaska
genre_facet glacier
glaciers
The Cryosphere
Alaska
op_source The Cryosphere, Vol 12, Pp 3617-3633 (2018)
op_relation https://www.the-cryosphere.net/12/3617/2018/tc-12-3617-2018.pdf
https://doaj.org/toc/1994-0416
https://doaj.org/toc/1994-0424
doi:10.5194/tc-12-3617-2018
1994-0416
1994-0424
https://doaj.org/article/8b07671c194646f782d269869220f4e4
op_doi https://doi.org/10.5194/tc-12-3617-2018
container_title The Cryosphere
container_volume 12
container_issue 11
container_start_page 3617
op_container_end_page 3633
_version_ 1766008408462327808