Quantification of the Impact of Supraglacial Lakes and Slush on Surface Energy Balance of Ice Shelves: Nivlisen Ice Shelf, East Antarctica
Supraglacial lakes (SGLs) and slush are prevalent features of Antarctic ice shelf surface hydrology and efficiently transfer energy to the ice by melt-albedo feedbacks (Dell et al., 2020; Moussavi et al., 2020). There have been few efforts to quantify the energy exchanges between supraglacial meltwa...
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Scott Polar Research Institute
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ftunivcam:oai:www.repository.cam.ac.uk:1810/323107 2023-07-30T03:58:25+02:00 Quantification of the Impact of Supraglacial Lakes and Slush on Surface Energy Balance of Ice Shelves: Nivlisen Ice Shelf, East Antarctica Lefroy, Naomi 2020-09-22 application/pdf https://doi.org/10.17863/CAM.70559 https://www.repository.cam.ac.uk/handle/1810/323107 en eng Scott Polar Research Institute University of Cambridge doi:10.17863/CAM.70559 https://www.repository.cam.ac.uk/handle/1810/323107 All Rights Reserved https://www.rioxx.net/licenses/all-rights-reserved/ Supraglacial lakes Slush Antarctic ice shelves Surface hydrology Nivlisen Ice Shelf East Antarctica Thesis Masters MPhil 2020 ftunivcam https://doi.org/10.17863/CAM.70559 2023-07-10T21:26:33Z Supraglacial lakes (SGLs) and slush are prevalent features of Antarctic ice shelf surface hydrology and efficiently transfer energy to the ice by melt-albedo feedbacks (Dell et al., 2020; Moussavi et al., 2020). There have been few efforts to quantify the energy exchanges between supraglacial meltwater, atmosphere, and ice (Jakobs et al., 2019), despite suggestions that low albedo surface features are melt hotspots (Miles et al., 2016). This study aims to quantify the extra energy absorbed by SGLs and slush on Nivlisen Ice Shelf (NIS), East Antarctica, over the austral summers of 2017-2020. First, a new method is developed for defining SGL, slush, and ice extent using a Principal Components Analysis (PCA) on spectral data derived from Sentinel-2 and Landsat 8 imagery. A surface energy balance (SEB) model is developed, following Buzzard et al. (2018) and Law et al. (2020), and applied across the extracted supraglacial feature extents using Global Forecast System meteorological data. The SEB model calculates the mean daily energy absorbed by lake and slush areas as ~ 8.7 MJ/m2 and ~ 0.54 MJ/m2 for the austral summers of 2017-2020. Modelled energy balance at lake and slush regions is most sensitive to incident shortwave radiation, although local ice shelf processes affect spatial variability of sensible and latent heat fluxes. The results of the SEB model are validated by comparing modelled cumulative energy absorption at SGLs with inferred energy transfer derived from SGL volume. The Nash-Sutcliffe Efficiency value of 0.922 implies that the modelled energy absorption matches the inferred dataset well. Furthermore, high agreement (62 %) between the supraglacial feature masks, produced using different satellite data, supports further use of the PCA in Antarctic hydrological research. Overall, despite the low spatial coverage of SGLs at ~ 1.6 % of the total area, water coverage on NIS represents a substantial means of energy absorption. A significant finding of this study is that exclusion of slush in previous energy ... Master Thesis Antarc* Antarctic Antarctica East Antarctica Ice Shelf Ice Shelves Apollo - University of Cambridge Repository Antarctic Austral East Antarctica Nash ENVELOPE(-62.350,-62.350,-74.233,-74.233) Nivlisen ENVELOPE(11.000,11.000,-70.333,-70.333) Sutcliffe ENVELOPE(-81.383,-81.383,50.683,50.683) |
institution |
Open Polar |
collection |
Apollo - University of Cambridge Repository |
op_collection_id |
ftunivcam |
language |
English |
topic |
Supraglacial lakes Slush Antarctic ice shelves Surface hydrology Nivlisen Ice Shelf East Antarctica |
spellingShingle |
Supraglacial lakes Slush Antarctic ice shelves Surface hydrology Nivlisen Ice Shelf East Antarctica Lefroy, Naomi Quantification of the Impact of Supraglacial Lakes and Slush on Surface Energy Balance of Ice Shelves: Nivlisen Ice Shelf, East Antarctica |
topic_facet |
Supraglacial lakes Slush Antarctic ice shelves Surface hydrology Nivlisen Ice Shelf East Antarctica |
description |
Supraglacial lakes (SGLs) and slush are prevalent features of Antarctic ice shelf surface hydrology and efficiently transfer energy to the ice by melt-albedo feedbacks (Dell et al., 2020; Moussavi et al., 2020). There have been few efforts to quantify the energy exchanges between supraglacial meltwater, atmosphere, and ice (Jakobs et al., 2019), despite suggestions that low albedo surface features are melt hotspots (Miles et al., 2016). This study aims to quantify the extra energy absorbed by SGLs and slush on Nivlisen Ice Shelf (NIS), East Antarctica, over the austral summers of 2017-2020. First, a new method is developed for defining SGL, slush, and ice extent using a Principal Components Analysis (PCA) on spectral data derived from Sentinel-2 and Landsat 8 imagery. A surface energy balance (SEB) model is developed, following Buzzard et al. (2018) and Law et al. (2020), and applied across the extracted supraglacial feature extents using Global Forecast System meteorological data. The SEB model calculates the mean daily energy absorbed by lake and slush areas as ~ 8.7 MJ/m2 and ~ 0.54 MJ/m2 for the austral summers of 2017-2020. Modelled energy balance at lake and slush regions is most sensitive to incident shortwave radiation, although local ice shelf processes affect spatial variability of sensible and latent heat fluxes. The results of the SEB model are validated by comparing modelled cumulative energy absorption at SGLs with inferred energy transfer derived from SGL volume. The Nash-Sutcliffe Efficiency value of 0.922 implies that the modelled energy absorption matches the inferred dataset well. Furthermore, high agreement (62 %) between the supraglacial feature masks, produced using different satellite data, supports further use of the PCA in Antarctic hydrological research. Overall, despite the low spatial coverage of SGLs at ~ 1.6 % of the total area, water coverage on NIS represents a substantial means of energy absorption. A significant finding of this study is that exclusion of slush in previous energy ... |
format |
Master Thesis |
author |
Lefroy, Naomi |
author_facet |
Lefroy, Naomi |
author_sort |
Lefroy, Naomi |
title |
Quantification of the Impact of Supraglacial Lakes and Slush on Surface Energy Balance of Ice Shelves: Nivlisen Ice Shelf, East Antarctica |
title_short |
Quantification of the Impact of Supraglacial Lakes and Slush on Surface Energy Balance of Ice Shelves: Nivlisen Ice Shelf, East Antarctica |
title_full |
Quantification of the Impact of Supraglacial Lakes and Slush on Surface Energy Balance of Ice Shelves: Nivlisen Ice Shelf, East Antarctica |
title_fullStr |
Quantification of the Impact of Supraglacial Lakes and Slush on Surface Energy Balance of Ice Shelves: Nivlisen Ice Shelf, East Antarctica |
title_full_unstemmed |
Quantification of the Impact of Supraglacial Lakes and Slush on Surface Energy Balance of Ice Shelves: Nivlisen Ice Shelf, East Antarctica |
title_sort |
quantification of the impact of supraglacial lakes and slush on surface energy balance of ice shelves: nivlisen ice shelf, east antarctica |
publisher |
Scott Polar Research Institute |
publishDate |
2020 |
url |
https://doi.org/10.17863/CAM.70559 https://www.repository.cam.ac.uk/handle/1810/323107 |
long_lat |
ENVELOPE(-62.350,-62.350,-74.233,-74.233) ENVELOPE(11.000,11.000,-70.333,-70.333) ENVELOPE(-81.383,-81.383,50.683,50.683) |
geographic |
Antarctic Austral East Antarctica Nash Nivlisen Sutcliffe |
geographic_facet |
Antarctic Austral East Antarctica Nash Nivlisen Sutcliffe |
genre |
Antarc* Antarctic Antarctica East Antarctica Ice Shelf Ice Shelves |
genre_facet |
Antarc* Antarctic Antarctica East Antarctica Ice Shelf Ice Shelves |
op_relation |
doi:10.17863/CAM.70559 https://www.repository.cam.ac.uk/handle/1810/323107 |
op_rights |
All Rights Reserved https://www.rioxx.net/licenses/all-rights-reserved/ |
op_doi |
https://doi.org/10.17863/CAM.70559 |
_version_ |
1772821223618641920 |