Remote sensing-based statistical approach for defining drained lake basins in a continuous Permafrost region, North Slope of Alaska

Lake formation and drainage are pervasive phenomena in permafrost regions. Drained lake basins (DLBs) are often the most common landforms in lowland permafrost regions in the Arctic (50% to 75% of the landscape). However, detailed assessments of DLB distribution and abundance are limited. In this st...

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Main Authors: Bergstedt, Helena, Jones, Benjamin M., Hinkel, Kenneth M, Farquharson, Louise, Gaglioti, Benjamin V., Parsekian, Andrew D., Kanevskiy, Mikhail, Ohara, Noriaki, Breen, Amy L., Rangel, Rodrigo C., Grosse, Guido, Nitze, Ingmar
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Published: Digital Commons @ Michigan Tech 2021
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Online Access:https://digitalcommons.mtu.edu/michigantech-p/15108
https://digitalcommons.mtu.edu/cgi/viewcontent.cgi?article=34410&context=michigantech-p
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spelling ftmichigantuniv:oai:digitalcommons.mtu.edu:michigantech-p-34410 2023-05-15T14:55:34+02:00 Remote sensing-based statistical approach for defining drained lake basins in a continuous Permafrost region, North Slope of Alaska Bergstedt, Helena Jones, Benjamin M. Hinkel, Kenneth M Farquharson, Louise Gaglioti, Benjamin V. Parsekian, Andrew D. Kanevskiy, Mikhail Ohara, Noriaki Breen, Amy L. Rangel, Rodrigo C. Grosse, Guido Nitze, Ingmar 2021-06-29T07:00:00Z application/pdf https://digitalcommons.mtu.edu/michigantech-p/15108 https://digitalcommons.mtu.edu/cgi/viewcontent.cgi?article=34410&context=michigantech-p unknown Digital Commons @ Michigan Tech https://digitalcommons.mtu.edu/michigantech-p/15108 https://digitalcommons.mtu.edu/cgi/viewcontent.cgi?article=34410&context=michigantech-p http://creativecommons.org/licenses/by/4.0/ CC-BY Michigan Tech Publications Alaska Arctic ArcticDEM Drained Lake basins Lake drainage Lakes Landsat North Slope Permafrost Tasseled Cap Thermokarst Department of Geological and Mining Engineering and Sciences Geological Engineering Mining Engineering text 2021 ftmichigantuniv 2022-01-23T10:52:35Z Lake formation and drainage are pervasive phenomena in permafrost regions. Drained lake basins (DLBs) are often the most common landforms in lowland permafrost regions in the Arctic (50% to 75% of the landscape). However, detailed assessments of DLB distribution and abundance are limited. In this study, we present a novel and scalable remote sensing-based approach to identifying DLBs in lowland permafrost regions, using the North Slope of Alaska as a case study. We validated this first North Slope-wide DLB data product against several previously published sub-regional scale datasets and manually classified points. The study area covered >71,000 km2, including a >39,000 km2 area not previously covered in existing DLB datasets. Our approach used Landsat-8 multispectral imagery and ArcticDEM data to derive a pixel-by-pixel statistical assessment of likelihood of DLB occurrence in sub-regions with different permafrost and periglacial landscape conditions, as well as to quantify aerial coverage of DLBs on the North Slope of Alaska. The results were consistent with previously published regional DLB datasets (up to 87% agreement) and showed high agreement with manually classified random points (64.4–95.5% for DLB and 83.2– 95.4% for non-DLB areas). Validation of the remote sensing-based statistical approach on the North Slope of Alaska indicated that it may be possible to extend this methodology to conduct a comprehensive assessment of DLBs in pan-Arctic lowland permafrost regions. Better resolution of the spatial distribution of DLBs in lowland permafrost regions is important for quantitative studies on landscape diversity, wildlife habitat, permafrost, hydrology, geotechnical conditions, and high-lat-itude carbon cycling. Text Arctic north slope permafrost Thermokarst Alaska Michigan Technological University: Digital Commons @ Michigan Tech Arctic
institution Open Polar
collection Michigan Technological University: Digital Commons @ Michigan Tech
op_collection_id ftmichigantuniv
language unknown
topic Alaska
Arctic
ArcticDEM
Drained Lake basins
Lake drainage
Lakes
Landsat
North Slope
Permafrost
Tasseled Cap
Thermokarst
Department of Geological and Mining Engineering and Sciences
Geological Engineering
Mining Engineering
spellingShingle Alaska
Arctic
ArcticDEM
Drained Lake basins
Lake drainage
Lakes
Landsat
North Slope
Permafrost
Tasseled Cap
Thermokarst
Department of Geological and Mining Engineering and Sciences
Geological Engineering
Mining Engineering
Bergstedt, Helena
Jones, Benjamin M.
Hinkel, Kenneth M
Farquharson, Louise
Gaglioti, Benjamin V.
Parsekian, Andrew D.
Kanevskiy, Mikhail
Ohara, Noriaki
Breen, Amy L.
Rangel, Rodrigo C.
Grosse, Guido
Nitze, Ingmar
Remote sensing-based statistical approach for defining drained lake basins in a continuous Permafrost region, North Slope of Alaska
topic_facet Alaska
Arctic
ArcticDEM
Drained Lake basins
Lake drainage
Lakes
Landsat
North Slope
Permafrost
Tasseled Cap
Thermokarst
Department of Geological and Mining Engineering and Sciences
Geological Engineering
Mining Engineering
description Lake formation and drainage are pervasive phenomena in permafrost regions. Drained lake basins (DLBs) are often the most common landforms in lowland permafrost regions in the Arctic (50% to 75% of the landscape). However, detailed assessments of DLB distribution and abundance are limited. In this study, we present a novel and scalable remote sensing-based approach to identifying DLBs in lowland permafrost regions, using the North Slope of Alaska as a case study. We validated this first North Slope-wide DLB data product against several previously published sub-regional scale datasets and manually classified points. The study area covered >71,000 km2, including a >39,000 km2 area not previously covered in existing DLB datasets. Our approach used Landsat-8 multispectral imagery and ArcticDEM data to derive a pixel-by-pixel statistical assessment of likelihood of DLB occurrence in sub-regions with different permafrost and periglacial landscape conditions, as well as to quantify aerial coverage of DLBs on the North Slope of Alaska. The results were consistent with previously published regional DLB datasets (up to 87% agreement) and showed high agreement with manually classified random points (64.4–95.5% for DLB and 83.2– 95.4% for non-DLB areas). Validation of the remote sensing-based statistical approach on the North Slope of Alaska indicated that it may be possible to extend this methodology to conduct a comprehensive assessment of DLBs in pan-Arctic lowland permafrost regions. Better resolution of the spatial distribution of DLBs in lowland permafrost regions is important for quantitative studies on landscape diversity, wildlife habitat, permafrost, hydrology, geotechnical conditions, and high-lat-itude carbon cycling.
format Text
author Bergstedt, Helena
Jones, Benjamin M.
Hinkel, Kenneth M
Farquharson, Louise
Gaglioti, Benjamin V.
Parsekian, Andrew D.
Kanevskiy, Mikhail
Ohara, Noriaki
Breen, Amy L.
Rangel, Rodrigo C.
Grosse, Guido
Nitze, Ingmar
author_facet Bergstedt, Helena
Jones, Benjamin M.
Hinkel, Kenneth M
Farquharson, Louise
Gaglioti, Benjamin V.
Parsekian, Andrew D.
Kanevskiy, Mikhail
Ohara, Noriaki
Breen, Amy L.
Rangel, Rodrigo C.
Grosse, Guido
Nitze, Ingmar
author_sort Bergstedt, Helena
title Remote sensing-based statistical approach for defining drained lake basins in a continuous Permafrost region, North Slope of Alaska
title_short Remote sensing-based statistical approach for defining drained lake basins in a continuous Permafrost region, North Slope of Alaska
title_full Remote sensing-based statistical approach for defining drained lake basins in a continuous Permafrost region, North Slope of Alaska
title_fullStr Remote sensing-based statistical approach for defining drained lake basins in a continuous Permafrost region, North Slope of Alaska
title_full_unstemmed Remote sensing-based statistical approach for defining drained lake basins in a continuous Permafrost region, North Slope of Alaska
title_sort remote sensing-based statistical approach for defining drained lake basins in a continuous permafrost region, north slope of alaska
publisher Digital Commons @ Michigan Tech
publishDate 2021
url https://digitalcommons.mtu.edu/michigantech-p/15108
https://digitalcommons.mtu.edu/cgi/viewcontent.cgi?article=34410&context=michigantech-p
geographic Arctic
geographic_facet Arctic
genre Arctic
north slope
permafrost
Thermokarst
Alaska
genre_facet Arctic
north slope
permafrost
Thermokarst
Alaska
op_source Michigan Tech Publications
op_relation https://digitalcommons.mtu.edu/michigantech-p/15108
https://digitalcommons.mtu.edu/cgi/viewcontent.cgi?article=34410&context=michigantech-p
op_rights http://creativecommons.org/licenses/by/4.0/
op_rightsnorm CC-BY
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