Statistical Classification of Self‐Organized Snow Surfaces

Wind‐swept snow self‐organizes into bedforms. These bedforms affect local and global energy fluxes but have not been incorporated into Earth system models because the conditions governing their development are not well understood. To address this difficulty, we created statistical classifiers, drawn...

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Main Authors: Kochanski, K., Anderson, R.S., Tucker, Gregory E.
Format: Text
Language:unknown
Published: CU Scholar 2018
Subjects:
Online Access:https://scholar.colorado.edu/geol_facpapers/28
https://scholar.colorado.edu/cgi/viewcontent.cgi?article=1025&context=geol_facpapers
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spelling ftunicolboulder:oai:scholar.colorado.edu:geol_facpapers-1025 2023-05-15T18:18:20+02:00 Statistical Classification of Self‐Organized Snow Surfaces Kochanski, K. Anderson, R.S. Tucker, Gregory E. 2018-06-07T07:00:00Z application/pdf https://scholar.colorado.edu/geol_facpapers/28 https://scholar.colorado.edu/cgi/viewcontent.cgi?article=1025&context=geol_facpapers unknown CU Scholar https://scholar.colorado.edu/geol_facpapers/28 https://scholar.colorado.edu/cgi/viewcontent.cgi?article=1025&context=geol_facpapers Geological Sciences Faculty Contributions snow bedform snow on sea ice aeolian snow transport wind blown text 2018 ftunicolboulder 2019-01-05T00:29:43Z Wind‐swept snow self‐organizes into bedforms. These bedforms affect local and global energy fluxes but have not been incorporated into Earth system models because the conditions governing their development are not well understood. To address this difficulty, we created statistical classifiers, drawn from 736 hr of time‐lapse footage in the Colorado Front Range, that predict bedform presence as a function of wind speed and time since snowfall. These classifiers provide the first quantitative predictions of bedform and sastrugi presence in varying weather conditions. We find that the likelihood that a snow surface is covered by bedforms increases with time since snowfall and with wind speed and that the likelihood that a surface is covered by sastrugi increases with time and with the highest wind speeds. Our observations will be useful to Earth system modelers and represent a new step toward understanding self‐organized processes that ornament 8% of the surface of the planet. Text Sea ice University of Colorado, Boulder: CU Scholar Sastrugi ENVELOPE(163.683,163.683,-74.617,-74.617)
institution Open Polar
collection University of Colorado, Boulder: CU Scholar
op_collection_id ftunicolboulder
language unknown
topic snow
bedform
snow on sea ice
aeolian
snow transport
wind blown
spellingShingle snow
bedform
snow on sea ice
aeolian
snow transport
wind blown
Kochanski, K.
Anderson, R.S.
Tucker, Gregory E.
Statistical Classification of Self‐Organized Snow Surfaces
topic_facet snow
bedform
snow on sea ice
aeolian
snow transport
wind blown
description Wind‐swept snow self‐organizes into bedforms. These bedforms affect local and global energy fluxes but have not been incorporated into Earth system models because the conditions governing their development are not well understood. To address this difficulty, we created statistical classifiers, drawn from 736 hr of time‐lapse footage in the Colorado Front Range, that predict bedform presence as a function of wind speed and time since snowfall. These classifiers provide the first quantitative predictions of bedform and sastrugi presence in varying weather conditions. We find that the likelihood that a snow surface is covered by bedforms increases with time since snowfall and with wind speed and that the likelihood that a surface is covered by sastrugi increases with time and with the highest wind speeds. Our observations will be useful to Earth system modelers and represent a new step toward understanding self‐organized processes that ornament 8% of the surface of the planet.
format Text
author Kochanski, K.
Anderson, R.S.
Tucker, Gregory E.
author_facet Kochanski, K.
Anderson, R.S.
Tucker, Gregory E.
author_sort Kochanski, K.
title Statistical Classification of Self‐Organized Snow Surfaces
title_short Statistical Classification of Self‐Organized Snow Surfaces
title_full Statistical Classification of Self‐Organized Snow Surfaces
title_fullStr Statistical Classification of Self‐Organized Snow Surfaces
title_full_unstemmed Statistical Classification of Self‐Organized Snow Surfaces
title_sort statistical classification of self‐organized snow surfaces
publisher CU Scholar
publishDate 2018
url https://scholar.colorado.edu/geol_facpapers/28
https://scholar.colorado.edu/cgi/viewcontent.cgi?article=1025&context=geol_facpapers
long_lat ENVELOPE(163.683,163.683,-74.617,-74.617)
geographic Sastrugi
geographic_facet Sastrugi
genre Sea ice
genre_facet Sea ice
op_source Geological Sciences Faculty Contributions
op_relation https://scholar.colorado.edu/geol_facpapers/28
https://scholar.colorado.edu/cgi/viewcontent.cgi?article=1025&context=geol_facpapers
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