High-resolution mapping of spatial heterogeneity in ice wedge polygon geomorphology near Prudhoe Bay, Alaska

It is well known that microtopography associated with ice wedge polygons drives pronounced, meter-scale spatial gradients in hydrologic and ecological processes on the tundra. However, highresolution maps of polygonal geomorphology are rarely available, due to the complexity and subtlety of ice wedg...

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Published in:Scientific Data
Main Authors: Abolt, Charles J., Young, Michael H.
Language:unknown
Published: 2023
Subjects:
Online Access:http://www.osti.gov/servlets/purl/1629078
https://www.osti.gov/biblio/1629078
https://doi.org/10.1038/s41597-020-0423-9
id ftosti:oai:osti.gov:1629078
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spelling ftosti:oai:osti.gov:1629078 2023-07-30T04:06:29+02:00 High-resolution mapping of spatial heterogeneity in ice wedge polygon geomorphology near Prudhoe Bay, Alaska Abolt, Charles J. Young, Michael H. 2023-07-03 application/pdf http://www.osti.gov/servlets/purl/1629078 https://www.osti.gov/biblio/1629078 https://doi.org/10.1038/s41597-020-0423-9 unknown http://www.osti.gov/servlets/purl/1629078 https://www.osti.gov/biblio/1629078 https://doi.org/10.1038/s41597-020-0423-9 doi:10.1038/s41597-020-0423-9 54 ENVIRONMENTAL SCIENCES 2023 ftosti https://doi.org/10.1038/s41597-020-0423-9 2023-07-11T09:42:52Z It is well known that microtopography associated with ice wedge polygons drives pronounced, meter-scale spatial gradients in hydrologic and ecological processes on the tundra. However, highresolution maps of polygonal geomorphology are rarely available, due to the complexity and subtlety of ice wedge polygon relief at landscape scales. Here we present a sub-meter resolution map of >106 discrete ice wedge polygons across a ~1200 km2 landscape, delineated within a lidar-derived digital elevation model. The delineation procedure relies on a convolutional neural network paired with a set of common image processing operations and permits explicit measurement of relative elevation at the center of each ice wedge polygon. The resulting map visualizes meter- to kilometer-scale spatial gradients in polygonal geomorphology across an extensive landscape with unprecedented detail. This high-resolution inventory of polygonal geomorphology provides rich spatial context for extrapolating observations of environmental processes across the landscape. The map also represents an extensive baseline dataset for quantifying contemporary land surface deformation (i.e., thermokarst) at the survey area, through future topographic surveys. Other/Unknown Material Prudhoe Bay Thermokarst Tundra Alaska SciTec Connect (Office of Scientific and Technical Information - OSTI, U.S. Department of Energy) Scientific Data 7 1
institution Open Polar
collection SciTec Connect (Office of Scientific and Technical Information - OSTI, U.S. Department of Energy)
op_collection_id ftosti
language unknown
topic 54 ENVIRONMENTAL SCIENCES
spellingShingle 54 ENVIRONMENTAL SCIENCES
Abolt, Charles J.
Young, Michael H.
High-resolution mapping of spatial heterogeneity in ice wedge polygon geomorphology near Prudhoe Bay, Alaska
topic_facet 54 ENVIRONMENTAL SCIENCES
description It is well known that microtopography associated with ice wedge polygons drives pronounced, meter-scale spatial gradients in hydrologic and ecological processes on the tundra. However, highresolution maps of polygonal geomorphology are rarely available, due to the complexity and subtlety of ice wedge polygon relief at landscape scales. Here we present a sub-meter resolution map of >106 discrete ice wedge polygons across a ~1200 km2 landscape, delineated within a lidar-derived digital elevation model. The delineation procedure relies on a convolutional neural network paired with a set of common image processing operations and permits explicit measurement of relative elevation at the center of each ice wedge polygon. The resulting map visualizes meter- to kilometer-scale spatial gradients in polygonal geomorphology across an extensive landscape with unprecedented detail. This high-resolution inventory of polygonal geomorphology provides rich spatial context for extrapolating observations of environmental processes across the landscape. The map also represents an extensive baseline dataset for quantifying contemporary land surface deformation (i.e., thermokarst) at the survey area, through future topographic surveys.
author Abolt, Charles J.
Young, Michael H.
author_facet Abolt, Charles J.
Young, Michael H.
author_sort Abolt, Charles J.
title High-resolution mapping of spatial heterogeneity in ice wedge polygon geomorphology near Prudhoe Bay, Alaska
title_short High-resolution mapping of spatial heterogeneity in ice wedge polygon geomorphology near Prudhoe Bay, Alaska
title_full High-resolution mapping of spatial heterogeneity in ice wedge polygon geomorphology near Prudhoe Bay, Alaska
title_fullStr High-resolution mapping of spatial heterogeneity in ice wedge polygon geomorphology near Prudhoe Bay, Alaska
title_full_unstemmed High-resolution mapping of spatial heterogeneity in ice wedge polygon geomorphology near Prudhoe Bay, Alaska
title_sort high-resolution mapping of spatial heterogeneity in ice wedge polygon geomorphology near prudhoe bay, alaska
publishDate 2023
url http://www.osti.gov/servlets/purl/1629078
https://www.osti.gov/biblio/1629078
https://doi.org/10.1038/s41597-020-0423-9
genre Prudhoe Bay
Thermokarst
Tundra
Alaska
genre_facet Prudhoe Bay
Thermokarst
Tundra
Alaska
op_relation http://www.osti.gov/servlets/purl/1629078
https://www.osti.gov/biblio/1629078
https://doi.org/10.1038/s41597-020-0423-9
doi:10.1038/s41597-020-0423-9
op_doi https://doi.org/10.1038/s41597-020-0423-9
container_title Scientific Data
container_volume 7
container_issue 1
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