Constraint of soil moisture on CO 2 efflux from tundra lichen, moss, and tussock in Council, Alaska, using a hierarchical Bayesian model

The tundra ecosystem is quite vulnerable to drastic climate change in the Arctic, and the quantification of carbon dynamics is of significant importance regarding thawing permafrost, changes to the snow-covered period and snow and shrub community extent, and the decline of sea ice in the Arctic. Her...

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Published in:Biogeosciences
Main Authors: Y. Kim, K. Nishina, N. Chae, S. J. Park, Y. J. Yoon, B. Y. Lee
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2014
Subjects:
Ice
Online Access:https://doi.org/10.5194/bg-11-5567-2014
https://doaj.org/article/450e6cb4f904406faf13e25171e1db4b
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spelling ftdoajarticles:oai:doaj.org/article:450e6cb4f904406faf13e25171e1db4b 2023-05-15T14:59:07+02:00 Constraint of soil moisture on CO 2 efflux from tundra lichen, moss, and tussock in Council, Alaska, using a hierarchical Bayesian model Y. Kim K. Nishina N. Chae S. J. Park Y. J. Yoon B. Y. Lee 2014-10-01T00:00:00Z https://doi.org/10.5194/bg-11-5567-2014 https://doaj.org/article/450e6cb4f904406faf13e25171e1db4b EN eng Copernicus Publications http://www.biogeosciences.net/11/5567/2014/bg-11-5567-2014.pdf https://doaj.org/toc/1726-4170 https://doaj.org/toc/1726-4189 1726-4170 1726-4189 doi:10.5194/bg-11-5567-2014 https://doaj.org/article/450e6cb4f904406faf13e25171e1db4b Biogeosciences, Vol 11, Iss 19, Pp 5567-5579 (2014) Ecology QH540-549.5 Life QH501-531 Geology QE1-996.5 article 2014 ftdoajarticles https://doi.org/10.5194/bg-11-5567-2014 2022-12-31T00:05:04Z The tundra ecosystem is quite vulnerable to drastic climate change in the Arctic, and the quantification of carbon dynamics is of significant importance regarding thawing permafrost, changes to the snow-covered period and snow and shrub community extent, and the decline of sea ice in the Arctic. Here, CO 2 efflux measurements using a manual chamber system within a 40 m × 40 m (5 m interval; 81 total points) plot were conducted within dominant tundra vegetation on the Seward Peninsula of Alaska, during the growing seasons of 2011 and 2012, for the assessment of driving parameters of CO 2 efflux. We applied a hierarchical Bayesian (HB) model – a function of soil temperature, soil moisture, vegetation type, and thaw depth – to quantify the effects of environmental factors on CO 2 efflux and to estimate growing season CO 2 emissions. Our results showed that average CO 2 efflux in 2011 was 1.4 times higher than in 2012, resulting from the distinct difference in soil moisture between the 2 years. Tussock-dominated CO 2 efflux is 1.4 to 2.3 times higher than those measured in lichen and moss communities, revealing tussock as a significant CO 2 source in the Arctic, with a wide area distribution on the circumpolar scale. CO 2 efflux followed soil temperature nearly exponentially from both the observed data and the posterior medians of the HB model. This reveals that soil temperature regulates the seasonal variation of CO 2 efflux and that soil moisture contributes to the interannual variation of CO 2 efflux for the two growing seasons in question. Obvious changes in soil moisture during the growing seasons of 2011 and 2012 resulted in an explicit difference between CO 2 effluxes – 742 and 539 g CO 2 m −2 period −1 for 2011 and 2012, respectively, suggesting the 2012 CO 2 emission rate was reduced to 27% (95% credible interval: 17–36%) of the 2011 emission, due to higher soil moisture from severe rain. The estimated growing season CO 2 emission rate ranged from 0.86 Mg CO 2 in 2012 to 1.20 Mg CO 2 in 2011 within a 40 m × ... Article in Journal/Newspaper Arctic Climate change Ice permafrost Sea ice Seward Peninsula Tundra Alaska Directory of Open Access Journals: DOAJ Articles Arctic Biogeosciences 11 19 5567 5579
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Ecology
QH540-549.5
Life
QH501-531
Geology
QE1-996.5
spellingShingle Ecology
QH540-549.5
Life
QH501-531
Geology
QE1-996.5
Y. Kim
K. Nishina
N. Chae
S. J. Park
Y. J. Yoon
B. Y. Lee
Constraint of soil moisture on CO 2 efflux from tundra lichen, moss, and tussock in Council, Alaska, using a hierarchical Bayesian model
topic_facet Ecology
QH540-549.5
Life
QH501-531
Geology
QE1-996.5
description The tundra ecosystem is quite vulnerable to drastic climate change in the Arctic, and the quantification of carbon dynamics is of significant importance regarding thawing permafrost, changes to the snow-covered period and snow and shrub community extent, and the decline of sea ice in the Arctic. Here, CO 2 efflux measurements using a manual chamber system within a 40 m × 40 m (5 m interval; 81 total points) plot were conducted within dominant tundra vegetation on the Seward Peninsula of Alaska, during the growing seasons of 2011 and 2012, for the assessment of driving parameters of CO 2 efflux. We applied a hierarchical Bayesian (HB) model – a function of soil temperature, soil moisture, vegetation type, and thaw depth – to quantify the effects of environmental factors on CO 2 efflux and to estimate growing season CO 2 emissions. Our results showed that average CO 2 efflux in 2011 was 1.4 times higher than in 2012, resulting from the distinct difference in soil moisture between the 2 years. Tussock-dominated CO 2 efflux is 1.4 to 2.3 times higher than those measured in lichen and moss communities, revealing tussock as a significant CO 2 source in the Arctic, with a wide area distribution on the circumpolar scale. CO 2 efflux followed soil temperature nearly exponentially from both the observed data and the posterior medians of the HB model. This reveals that soil temperature regulates the seasonal variation of CO 2 efflux and that soil moisture contributes to the interannual variation of CO 2 efflux for the two growing seasons in question. Obvious changes in soil moisture during the growing seasons of 2011 and 2012 resulted in an explicit difference between CO 2 effluxes – 742 and 539 g CO 2 m −2 period −1 for 2011 and 2012, respectively, suggesting the 2012 CO 2 emission rate was reduced to 27% (95% credible interval: 17–36%) of the 2011 emission, due to higher soil moisture from severe rain. The estimated growing season CO 2 emission rate ranged from 0.86 Mg CO 2 in 2012 to 1.20 Mg CO 2 in 2011 within a 40 m × ...
format Article in Journal/Newspaper
author Y. Kim
K. Nishina
N. Chae
S. J. Park
Y. J. Yoon
B. Y. Lee
author_facet Y. Kim
K. Nishina
N. Chae
S. J. Park
Y. J. Yoon
B. Y. Lee
author_sort Y. Kim
title Constraint of soil moisture on CO 2 efflux from tundra lichen, moss, and tussock in Council, Alaska, using a hierarchical Bayesian model
title_short Constraint of soil moisture on CO 2 efflux from tundra lichen, moss, and tussock in Council, Alaska, using a hierarchical Bayesian model
title_full Constraint of soil moisture on CO 2 efflux from tundra lichen, moss, and tussock in Council, Alaska, using a hierarchical Bayesian model
title_fullStr Constraint of soil moisture on CO 2 efflux from tundra lichen, moss, and tussock in Council, Alaska, using a hierarchical Bayesian model
title_full_unstemmed Constraint of soil moisture on CO 2 efflux from tundra lichen, moss, and tussock in Council, Alaska, using a hierarchical Bayesian model
title_sort constraint of soil moisture on co 2 efflux from tundra lichen, moss, and tussock in council, alaska, using a hierarchical bayesian model
publisher Copernicus Publications
publishDate 2014
url https://doi.org/10.5194/bg-11-5567-2014
https://doaj.org/article/450e6cb4f904406faf13e25171e1db4b
geographic Arctic
geographic_facet Arctic
genre Arctic
Climate change
Ice
permafrost
Sea ice
Seward Peninsula
Tundra
Alaska
genre_facet Arctic
Climate change
Ice
permafrost
Sea ice
Seward Peninsula
Tundra
Alaska
op_source Biogeosciences, Vol 11, Iss 19, Pp 5567-5579 (2014)
op_relation http://www.biogeosciences.net/11/5567/2014/bg-11-5567-2014.pdf
https://doaj.org/toc/1726-4170
https://doaj.org/toc/1726-4189
1726-4170
1726-4189
doi:10.5194/bg-11-5567-2014
https://doaj.org/article/450e6cb4f904406faf13e25171e1db4b
op_doi https://doi.org/10.5194/bg-11-5567-2014
container_title Biogeosciences
container_volume 11
container_issue 19
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