Satellite-derived turbidity monitoring of the ice marginal lakes at Bering Glacier

From an evolutionary perspective, glacial lakes at the Bering Glacier System are highly immature and are classified as extremely oligotrophic, resulting from their relatively recent formation and the surrounding harsh, northern climate. Unlike temperate or tropical lakes, northern glacial lakes do n...

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Main Author: Jenkins, Liza K.
Format: Text
Language:unknown
Published: Digital Commons @ Michigan Tech 2010
Subjects:
Online Access:https://digitalcommons.mtu.edu/mtri_p/242
https://doi.org/10.1130/2010.2462(20
http://specialpapers.gsapubs.org/content/462/351.abstract
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spelling ftmichigantuniv:oai:digitalcommons.mtu.edu:mtri_p-1312 2024-09-15T18:07:34+00:00 Satellite-derived turbidity monitoring of the ice marginal lakes at Bering Glacier Jenkins, Liza K. 2010-01-01T08:00:00Z https://digitalcommons.mtu.edu/mtri_p/242 https://doi.org/10.1130/2010.2462(20 http://specialpapers.gsapubs.org/content/462/351.abstract unknown Digital Commons @ Michigan Tech https://digitalcommons.mtu.edu/mtri_p/242 doi:10.1130/2010.2462(20)? http://specialpapers.gsapubs.org/content/462/351.abstract Michigan Tech Research Institute Publications Engineering Physical Sciences and Mathematics text 2010 ftmichigantuniv https://doi.org/10.1130/2010.2462(20 2024-08-06T03:32:38Z From an evolutionary perspective, glacial lakes at the Bering Glacier System are highly immature and are classified as extremely oligotrophic, resulting from their relatively recent formation and the surrounding harsh, northern climate. Unlike temperate or tropical lakes, northern glacial lakes do not contain significant amounts of biological material. Instead, these lakes are dominated by rock flour, suspended sediment originating from glacial rock weathering. This lack of biological influence makes satellite turbidity mapping and prediction more straightforward and potentially more accurate than similar efforts in temperate or tropical environments, where biology typically drives these systems and strongly affects the remotely sensed, electro-optical signal. In-situ turbidity data, collected using an autonomous robot buoy, were used to develop a model-based turbidity algorithm. Multiple linear regression analyses were conducted using different Landsat 7 ETM+ bands to determine the best predictor(s) of turbidity in glacial lakes. The final algorithm utilized Landsat 7 ETM+ band 3 (red portion of the electromagnetic spectrum) and band 4 (near-infrared portion of the electromagnetic spectrum) data to predict turbidity concentrations. Turbidity maps created using the algorithm can be used to help determine inter- and intra-annual sediment dynamics of Vitus Lake. This information could be used to help researchers predict significant glacial events such as outburst floods or surge events. The turbidity maps could also provide insight into the hydrologic routing of the Bering Glacier System by showing where the Glacier is discharging sediment-laden fresh water into Vitus Lake through subsurface conduits. The turbidity algorithm also has broader applicability to other glacial lakes in south-central Alaska and potentially to glacial lakes worldwide. Text glacier Alaska Michigan Technological University: Digital Commons @ Michigan Tech
institution Open Polar
collection Michigan Technological University: Digital Commons @ Michigan Tech
op_collection_id ftmichigantuniv
language unknown
topic Engineering
Physical Sciences and Mathematics
spellingShingle Engineering
Physical Sciences and Mathematics
Jenkins, Liza K.
Satellite-derived turbidity monitoring of the ice marginal lakes at Bering Glacier
topic_facet Engineering
Physical Sciences and Mathematics
description From an evolutionary perspective, glacial lakes at the Bering Glacier System are highly immature and are classified as extremely oligotrophic, resulting from their relatively recent formation and the surrounding harsh, northern climate. Unlike temperate or tropical lakes, northern glacial lakes do not contain significant amounts of biological material. Instead, these lakes are dominated by rock flour, suspended sediment originating from glacial rock weathering. This lack of biological influence makes satellite turbidity mapping and prediction more straightforward and potentially more accurate than similar efforts in temperate or tropical environments, where biology typically drives these systems and strongly affects the remotely sensed, electro-optical signal. In-situ turbidity data, collected using an autonomous robot buoy, were used to develop a model-based turbidity algorithm. Multiple linear regression analyses were conducted using different Landsat 7 ETM+ bands to determine the best predictor(s) of turbidity in glacial lakes. The final algorithm utilized Landsat 7 ETM+ band 3 (red portion of the electromagnetic spectrum) and band 4 (near-infrared portion of the electromagnetic spectrum) data to predict turbidity concentrations. Turbidity maps created using the algorithm can be used to help determine inter- and intra-annual sediment dynamics of Vitus Lake. This information could be used to help researchers predict significant glacial events such as outburst floods or surge events. The turbidity maps could also provide insight into the hydrologic routing of the Bering Glacier System by showing where the Glacier is discharging sediment-laden fresh water into Vitus Lake through subsurface conduits. The turbidity algorithm also has broader applicability to other glacial lakes in south-central Alaska and potentially to glacial lakes worldwide.
format Text
author Jenkins, Liza K.
author_facet Jenkins, Liza K.
author_sort Jenkins, Liza K.
title Satellite-derived turbidity monitoring of the ice marginal lakes at Bering Glacier
title_short Satellite-derived turbidity monitoring of the ice marginal lakes at Bering Glacier
title_full Satellite-derived turbidity monitoring of the ice marginal lakes at Bering Glacier
title_fullStr Satellite-derived turbidity monitoring of the ice marginal lakes at Bering Glacier
title_full_unstemmed Satellite-derived turbidity monitoring of the ice marginal lakes at Bering Glacier
title_sort satellite-derived turbidity monitoring of the ice marginal lakes at bering glacier
publisher Digital Commons @ Michigan Tech
publishDate 2010
url https://digitalcommons.mtu.edu/mtri_p/242
https://doi.org/10.1130/2010.2462(20
http://specialpapers.gsapubs.org/content/462/351.abstract
genre glacier
Alaska
genre_facet glacier
Alaska
op_source Michigan Tech Research Institute Publications
op_relation https://digitalcommons.mtu.edu/mtri_p/242
doi:10.1130/2010.2462(20)?
http://specialpapers.gsapubs.org/content/462/351.abstract
op_doi https://doi.org/10.1130/2010.2462(20
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