Landcover map for the central region of the Yukon-Kuskokwim Delta, Alaska

Climate change is causing an intensification in tundra fires across the Arctic, including the unprecedented 2015 fires in the Yukon-Kuskokwim (YK) Delta. The YK Delta contains extensive surface waters (∼33% cover) and significant quantities of organic carbon, much of which is stored in vulnerable pe...

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Main Authors: Ludwig, Sarah, Natali, Susan M., Schade, John D., Powell, Margaret, Fiske, Greg, Commane, Roisin
Format: Dataset
Language:unknown
Published: 2022
Subjects:
Online Access:https://zenodo.org/record/7435379
https://doi.org/10.5061/dryad.bnzs7h4fn
id ftzenodo:oai:zenodo.org:7435379
record_format openpolar
spelling ftzenodo:oai:zenodo.org:7435379 2023-05-15T14:56:50+02:00 Landcover map for the central region of the Yukon-Kuskokwim Delta, Alaska Ludwig, Sarah Natali, Susan M. Schade, John D. Powell, Margaret Fiske, Greg Commane, Roisin 2022-12-13 https://zenodo.org/record/7435379 https://doi.org/10.5061/dryad.bnzs7h4fn unknown doi:10.1029/2021gb007146 https://zenodo.org/communities/dryad https://zenodo.org/record/7435379 https://doi.org/10.5061/dryad.bnzs7h4fn oai:zenodo.org:7435379 info:eu-repo/semantics/openAccess https://creativecommons.org/publicdomain/zero/1.0/legalcode Arctic landcover vegetation tundra waterbody Lake info:eu-repo/semantics/other dataset 2022 ftzenodo https://doi.org/10.5061/dryad.bnzs7h4fn10.1029/2021gb007146 2023-03-11T00:50:41Z Climate change is causing an intensification in tundra fires across the Arctic, including the unprecedented 2015 fires in the Yukon-Kuskokwim (YK) Delta. The YK Delta contains extensive surface waters (∼33% cover) and significant quantities of organic carbon, much of which is stored in vulnerable permafrost. Inland aquatic ecosystems act as hot-spots for landscape CO2 and CH4 emissions and likely represent a significant component of the Arctic carbon balance, yet aquatic fluxes of CO2 and CH4 are also some of the most uncertain. We measured dissolved CH4 and CO2 concentrations (n = 364), in surface waters from different types of waterbodies during summers from 2016 to 2019. We used Sentinel-2 multispectral imagery to classify landcover types and area burned in contributing watersheds. We develop a model using machine learning to assess how waterbody properties (size, shape, and landscape properties), environmental conditions (O2, temperature), and surface water chemistry (dissolved organic carbon composition, nutrient concentrations) help predict in situ observations of CH4 and CO2 concentrations across deltaic waterbodies. CO2 concentrations were negatively related to waterbody size and positively related to waterbody edge effects. CH4 concentrations were primarily related to organic matter quantity and composition. Waterbodies in burned watersheds appeared to be less carbon limited and had longer soil water residence times than in unburned watersheds. Our results illustrate the importance of small lakes for regional carbon emissions and demonstrate the need for a mechanistic understanding of the drivers of greenhouse gasses in small waterbodies. The data type for the landcover map is integer, with 0 = no data (includes areas outside the research watershed and a small area where and old fire scar reburned in 2015 that could not be mapped), 1= lichen dominant tundra on peat plateaus, some graminoids and prostrate dwarf shrubs 2= degrading permafrost on peat plateaus (either sparse but productive wetland ... Dataset Arctic Climate change Kuskokwim Peat permafrost Tundra Alaska Yukon Zenodo Arctic Yukon
institution Open Polar
collection Zenodo
op_collection_id ftzenodo
language unknown
topic Arctic
landcover
vegetation
tundra
waterbody
Lake
spellingShingle Arctic
landcover
vegetation
tundra
waterbody
Lake
Ludwig, Sarah
Natali, Susan M.
Schade, John D.
Powell, Margaret
Fiske, Greg
Commane, Roisin
Landcover map for the central region of the Yukon-Kuskokwim Delta, Alaska
topic_facet Arctic
landcover
vegetation
tundra
waterbody
Lake
description Climate change is causing an intensification in tundra fires across the Arctic, including the unprecedented 2015 fires in the Yukon-Kuskokwim (YK) Delta. The YK Delta contains extensive surface waters (∼33% cover) and significant quantities of organic carbon, much of which is stored in vulnerable permafrost. Inland aquatic ecosystems act as hot-spots for landscape CO2 and CH4 emissions and likely represent a significant component of the Arctic carbon balance, yet aquatic fluxes of CO2 and CH4 are also some of the most uncertain. We measured dissolved CH4 and CO2 concentrations (n = 364), in surface waters from different types of waterbodies during summers from 2016 to 2019. We used Sentinel-2 multispectral imagery to classify landcover types and area burned in contributing watersheds. We develop a model using machine learning to assess how waterbody properties (size, shape, and landscape properties), environmental conditions (O2, temperature), and surface water chemistry (dissolved organic carbon composition, nutrient concentrations) help predict in situ observations of CH4 and CO2 concentrations across deltaic waterbodies. CO2 concentrations were negatively related to waterbody size and positively related to waterbody edge effects. CH4 concentrations were primarily related to organic matter quantity and composition. Waterbodies in burned watersheds appeared to be less carbon limited and had longer soil water residence times than in unburned watersheds. Our results illustrate the importance of small lakes for regional carbon emissions and demonstrate the need for a mechanistic understanding of the drivers of greenhouse gasses in small waterbodies. The data type for the landcover map is integer, with 0 = no data (includes areas outside the research watershed and a small area where and old fire scar reburned in 2015 that could not be mapped), 1= lichen dominant tundra on peat plateaus, some graminoids and prostrate dwarf shrubs 2= degrading permafrost on peat plateaus (either sparse but productive wetland ...
format Dataset
author Ludwig, Sarah
Natali, Susan M.
Schade, John D.
Powell, Margaret
Fiske, Greg
Commane, Roisin
author_facet Ludwig, Sarah
Natali, Susan M.
Schade, John D.
Powell, Margaret
Fiske, Greg
Commane, Roisin
author_sort Ludwig, Sarah
title Landcover map for the central region of the Yukon-Kuskokwim Delta, Alaska
title_short Landcover map for the central region of the Yukon-Kuskokwim Delta, Alaska
title_full Landcover map for the central region of the Yukon-Kuskokwim Delta, Alaska
title_fullStr Landcover map for the central region of the Yukon-Kuskokwim Delta, Alaska
title_full_unstemmed Landcover map for the central region of the Yukon-Kuskokwim Delta, Alaska
title_sort landcover map for the central region of the yukon-kuskokwim delta, alaska
publishDate 2022
url https://zenodo.org/record/7435379
https://doi.org/10.5061/dryad.bnzs7h4fn
geographic Arctic
Yukon
geographic_facet Arctic
Yukon
genre Arctic
Climate change
Kuskokwim
Peat
permafrost
Tundra
Alaska
Yukon
genre_facet Arctic
Climate change
Kuskokwim
Peat
permafrost
Tundra
Alaska
Yukon
op_relation doi:10.1029/2021gb007146
https://zenodo.org/communities/dryad
https://zenodo.org/record/7435379
https://doi.org/10.5061/dryad.bnzs7h4fn
oai:zenodo.org:7435379
op_rights info:eu-repo/semantics/openAccess
https://creativecommons.org/publicdomain/zero/1.0/legalcode
op_doi https://doi.org/10.5061/dryad.bnzs7h4fn10.1029/2021gb007146
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