Tree canopy and snow depth relationships at fine scales with terrestrial laser scanning
Understanding the impact of tree structure on snow depth and extent is important in order to make predictions of snow amounts and how changes in forest cover may affect future water resources. In this work, we investigate snow depth under tree canopies and in open areas to quantify the role of tree...
Published in: | The Cryosphere |
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Main Authors: | , , , , , , , , , , |
Format: | Article in Journal/Newspaper |
Language: | English |
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Copernicus Publications
2021
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Online Access: | https://doi.org/10.5194/tc-15-2187-2021 https://noa.gwlb.de/receive/cop_mods_00056495 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00056146/tc-15-2187-2021.pdf https://tc.copernicus.org/articles/15/2187/2021/tc-15-2187-2021.pdf |
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author | Hojatimalekshah, Ahmad Uhlmann, Zachary Glenn, Nancy F. Hiemstra, Christopher A. Tennant, Christopher J. Graham, Jake D. Spaete, Lucas Gelvin, Arthur Marshall, Hans-Peter McNamara, James P. Enterkine, Josh |
author_facet | Hojatimalekshah, Ahmad Uhlmann, Zachary Glenn, Nancy F. Hiemstra, Christopher A. Tennant, Christopher J. Graham, Jake D. Spaete, Lucas Gelvin, Arthur Marshall, Hans-Peter McNamara, James P. Enterkine, Josh |
author_sort | Hojatimalekshah, Ahmad |
collection | Niedersächsisches Online-Archiv NOA |
container_issue | 5 |
container_start_page | 2187 |
container_title | The Cryosphere |
container_volume | 15 |
description | Understanding the impact of tree structure on snow depth and extent is important in order to make predictions of snow amounts and how changes in forest cover may affect future water resources. In this work, we investigate snow depth under tree canopies and in open areas to quantify the role of tree structure in controlling snow depth, as well as the controls from wind and topography. We use fine-scale terrestrial laser scanning (TLS) data collected across Grand Mesa, Colorado, USA (winter 2016–2017), to measure the snow depth and extract horizontal and vertical tree descriptors (metrics) at six sites. We utilize these descriptors along with topographical metrics in multiple linear and decision tree regressions to investigate snow depth variations under the canopy and in open areas. Canopy, topography, and snow interaction results indicate that vegetation structural metrics (specifically foliage height diversity; FHD) along with local-scale processes like wind and topography are highly influential in snow depth variation. Our study specifies that windward slopes show greater impact on snow accumulation than vegetation metrics. In addition, the results indicate that FHD can explain up to 27 % of sub-canopy snow depth variation at sites where the effect of topography and wind is negligible. Solar radiation and elevation are the dominant controls on snow depth in open areas. Fine-scale analysis from TLS provides information on local-scale controls and provides an opportunity to be readily coupled with lidar or photogrammetry from uncrewed aerial systems (UASs) as well as airborne and spaceborne platforms to investigate larger-scale controls on snow depth. |
format | Article in Journal/Newspaper |
genre | The Cryosphere |
genre_facet | The Cryosphere |
id | ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00056495 |
institution | Open Polar |
language | English |
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op_doi | https://doi.org/10.5194/tc-15-2187-2021 |
op_relation | The Cryosphere -- ˜Theœ Cryosphere -- http://www.bibliothek.uni-regensburg.de/ezeit/?2393169 -- http://www.the-cryosphere.net/ -- 1994-0424 https://doi.org/10.5194/tc-15-2187-2021 https://noa.gwlb.de/receive/cop_mods_00056495 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00056146/tc-15-2187-2021.pdf https://tc.copernicus.org/articles/15/2187/2021/tc-15-2187-2021.pdf |
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publishDate | 2021 |
publisher | Copernicus Publications |
record_format | openpolar |
spelling | ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00056495 2025-01-17T01:06:07+00:00 Tree canopy and snow depth relationships at fine scales with terrestrial laser scanning Hojatimalekshah, Ahmad Uhlmann, Zachary Glenn, Nancy F. Hiemstra, Christopher A. Tennant, Christopher J. Graham, Jake D. Spaete, Lucas Gelvin, Arthur Marshall, Hans-Peter McNamara, James P. Enterkine, Josh 2021-05 electronic https://doi.org/10.5194/tc-15-2187-2021 https://noa.gwlb.de/receive/cop_mods_00056495 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00056146/tc-15-2187-2021.pdf https://tc.copernicus.org/articles/15/2187/2021/tc-15-2187-2021.pdf eng eng Copernicus Publications The Cryosphere -- ˜Theœ Cryosphere -- http://www.bibliothek.uni-regensburg.de/ezeit/?2393169 -- http://www.the-cryosphere.net/ -- 1994-0424 https://doi.org/10.5194/tc-15-2187-2021 https://noa.gwlb.de/receive/cop_mods_00056495 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00056146/tc-15-2187-2021.pdf https://tc.copernicus.org/articles/15/2187/2021/tc-15-2187-2021.pdf https://creativecommons.org/licenses/by/4.0/ uneingeschränkt info:eu-repo/semantics/openAccess article Verlagsveröffentlichung article Text doc-type:article 2021 ftnonlinearchiv https://doi.org/10.5194/tc-15-2187-2021 2024-06-26T04:40:00Z Understanding the impact of tree structure on snow depth and extent is important in order to make predictions of snow amounts and how changes in forest cover may affect future water resources. In this work, we investigate snow depth under tree canopies and in open areas to quantify the role of tree structure in controlling snow depth, as well as the controls from wind and topography. We use fine-scale terrestrial laser scanning (TLS) data collected across Grand Mesa, Colorado, USA (winter 2016–2017), to measure the snow depth and extract horizontal and vertical tree descriptors (metrics) at six sites. We utilize these descriptors along with topographical metrics in multiple linear and decision tree regressions to investigate snow depth variations under the canopy and in open areas. Canopy, topography, and snow interaction results indicate that vegetation structural metrics (specifically foliage height diversity; FHD) along with local-scale processes like wind and topography are highly influential in snow depth variation. Our study specifies that windward slopes show greater impact on snow accumulation than vegetation metrics. In addition, the results indicate that FHD can explain up to 27 % of sub-canopy snow depth variation at sites where the effect of topography and wind is negligible. Solar radiation and elevation are the dominant controls on snow depth in open areas. Fine-scale analysis from TLS provides information on local-scale controls and provides an opportunity to be readily coupled with lidar or photogrammetry from uncrewed aerial systems (UASs) as well as airborne and spaceborne platforms to investigate larger-scale controls on snow depth. Article in Journal/Newspaper The Cryosphere Niedersächsisches Online-Archiv NOA The Cryosphere 15 5 2187 2209 |
spellingShingle | article Verlagsveröffentlichung Hojatimalekshah, Ahmad Uhlmann, Zachary Glenn, Nancy F. Hiemstra, Christopher A. Tennant, Christopher J. Graham, Jake D. Spaete, Lucas Gelvin, Arthur Marshall, Hans-Peter McNamara, James P. Enterkine, Josh Tree canopy and snow depth relationships at fine scales with terrestrial laser scanning |
title | Tree canopy and snow depth relationships at fine scales with terrestrial laser scanning |
title_full | Tree canopy and snow depth relationships at fine scales with terrestrial laser scanning |
title_fullStr | Tree canopy and snow depth relationships at fine scales with terrestrial laser scanning |
title_full_unstemmed | Tree canopy and snow depth relationships at fine scales with terrestrial laser scanning |
title_short | Tree canopy and snow depth relationships at fine scales with terrestrial laser scanning |
title_sort | tree canopy and snow depth relationships at fine scales with terrestrial laser scanning |
topic | article Verlagsveröffentlichung |
topic_facet | article Verlagsveröffentlichung |
url | https://doi.org/10.5194/tc-15-2187-2021 https://noa.gwlb.de/receive/cop_mods_00056495 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00056146/tc-15-2187-2021.pdf https://tc.copernicus.org/articles/15/2187/2021/tc-15-2187-2021.pdf |