Addressing biases in Arctic–boreal carbon cycling in the Community Land Model Version 5

The Arctic–boreal zone (ABZ) is experiencing amplified warming, actively changing biogeochemical cycling of vegetation and soils. The land-to-atmosphere fluxes of CO 2 in the ABZ have the potential to increase in magnitude and feedback to the climate causing additional large-scale warming. The abili...

Full description

Bibliographic Details
Published in:Geoscientific Model Development
Main Authors: L. Birch, C. R. Schwalm, S. Natali, D. Lombardozzi, G. Keppel-Aleks, J. Watts, X. Lin, D. Zona, W. Oechel, T. Sachs, T. A. Black, B. M. Rogers
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2021
Subjects:
Online Access:https://doi.org/10.5194/gmd-14-3361-2021
https://doaj.org/article/87c17dbc8b09490fac4d7058eb4da8f0
id ftdoajarticles:oai:doaj.org/article:87c17dbc8b09490fac4d7058eb4da8f0
record_format openpolar
spelling ftdoajarticles:oai:doaj.org/article:87c17dbc8b09490fac4d7058eb4da8f0 2023-05-15T15:00:50+02:00 Addressing biases in Arctic–boreal carbon cycling in the Community Land Model Version 5 L. Birch C. R. Schwalm S. Natali D. Lombardozzi G. Keppel-Aleks J. Watts X. Lin D. Zona W. Oechel T. Sachs T. A. Black B. M. Rogers 2021-06-01T00:00:00Z https://doi.org/10.5194/gmd-14-3361-2021 https://doaj.org/article/87c17dbc8b09490fac4d7058eb4da8f0 EN eng Copernicus Publications https://gmd.copernicus.org/articles/14/3361/2021/gmd-14-3361-2021.pdf https://doaj.org/toc/1991-959X https://doaj.org/toc/1991-9603 doi:10.5194/gmd-14-3361-2021 1991-959X 1991-9603 https://doaj.org/article/87c17dbc8b09490fac4d7058eb4da8f0 Geoscientific Model Development, Vol 14, Pp 3361-3382 (2021) Geology QE1-996.5 article 2021 ftdoajarticles https://doi.org/10.5194/gmd-14-3361-2021 2022-12-31T09:39:08Z The Arctic–boreal zone (ABZ) is experiencing amplified warming, actively changing biogeochemical cycling of vegetation and soils. The land-to-atmosphere fluxes of CO 2 in the ABZ have the potential to increase in magnitude and feedback to the climate causing additional large-scale warming. The ability to model and predict this vulnerability is critical to preparation for a warming world, but Earth system models have biases that may hinder understanding of the rapidly changing ABZ carbon fluxes. Here we investigate circumpolar carbon cycling represented by the Community Land Model 5 (CLM5.0) with a focus on seasonal gross primary productivity (GPP) in plant functional types (PFTs). We benchmark model results using data from satellite remote sensing products and eddy covariance towers. We find consistent biases in CLM5.0 relative to observational constraints: (1) the onset of deciduous plant productivity to be late; (2) the offset of productivity to lag and remain abnormally high for all PFTs in fall; (3) a high bias of grass, shrub, and needleleaf evergreen tree productivity; and (4) an underestimation of productivity of deciduous trees. Based on these biases, we focus on model development of alternate phenology, photosynthesis schemes, and carbon allocation parameters at eddy covariance tower sites. Although our improvements are focused on productivity, our final model recommendation results in other component CO 2 fluxes, e.g., net ecosystem exchange (NEE) and terrestrial ecosystem respiration (TER), that are more consistent with observations. Results suggest that algorithms developed for lower latitudes and more temperate environments can be inaccurate when extrapolated to the ABZ, and that many land surface models may not accurately represent carbon cycling and its recent rapid changes in high-latitude ecosystems, especially when analyzed by individual PFTs. Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic Geoscientific Model Development 14 6 3361 3382
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Geology
QE1-996.5
spellingShingle Geology
QE1-996.5
L. Birch
C. R. Schwalm
S. Natali
D. Lombardozzi
G. Keppel-Aleks
J. Watts
X. Lin
D. Zona
W. Oechel
T. Sachs
T. A. Black
B. M. Rogers
Addressing biases in Arctic–boreal carbon cycling in the Community Land Model Version 5
topic_facet Geology
QE1-996.5
description The Arctic–boreal zone (ABZ) is experiencing amplified warming, actively changing biogeochemical cycling of vegetation and soils. The land-to-atmosphere fluxes of CO 2 in the ABZ have the potential to increase in magnitude and feedback to the climate causing additional large-scale warming. The ability to model and predict this vulnerability is critical to preparation for a warming world, but Earth system models have biases that may hinder understanding of the rapidly changing ABZ carbon fluxes. Here we investigate circumpolar carbon cycling represented by the Community Land Model 5 (CLM5.0) with a focus on seasonal gross primary productivity (GPP) in plant functional types (PFTs). We benchmark model results using data from satellite remote sensing products and eddy covariance towers. We find consistent biases in CLM5.0 relative to observational constraints: (1) the onset of deciduous plant productivity to be late; (2) the offset of productivity to lag and remain abnormally high for all PFTs in fall; (3) a high bias of grass, shrub, and needleleaf evergreen tree productivity; and (4) an underestimation of productivity of deciduous trees. Based on these biases, we focus on model development of alternate phenology, photosynthesis schemes, and carbon allocation parameters at eddy covariance tower sites. Although our improvements are focused on productivity, our final model recommendation results in other component CO 2 fluxes, e.g., net ecosystem exchange (NEE) and terrestrial ecosystem respiration (TER), that are more consistent with observations. Results suggest that algorithms developed for lower latitudes and more temperate environments can be inaccurate when extrapolated to the ABZ, and that many land surface models may not accurately represent carbon cycling and its recent rapid changes in high-latitude ecosystems, especially when analyzed by individual PFTs.
format Article in Journal/Newspaper
author L. Birch
C. R. Schwalm
S. Natali
D. Lombardozzi
G. Keppel-Aleks
J. Watts
X. Lin
D. Zona
W. Oechel
T. Sachs
T. A. Black
B. M. Rogers
author_facet L. Birch
C. R. Schwalm
S. Natali
D. Lombardozzi
G. Keppel-Aleks
J. Watts
X. Lin
D. Zona
W. Oechel
T. Sachs
T. A. Black
B. M. Rogers
author_sort L. Birch
title Addressing biases in Arctic–boreal carbon cycling in the Community Land Model Version 5
title_short Addressing biases in Arctic–boreal carbon cycling in the Community Land Model Version 5
title_full Addressing biases in Arctic–boreal carbon cycling in the Community Land Model Version 5
title_fullStr Addressing biases in Arctic–boreal carbon cycling in the Community Land Model Version 5
title_full_unstemmed Addressing biases in Arctic–boreal carbon cycling in the Community Land Model Version 5
title_sort addressing biases in arctic–boreal carbon cycling in the community land model version 5
publisher Copernicus Publications
publishDate 2021
url https://doi.org/10.5194/gmd-14-3361-2021
https://doaj.org/article/87c17dbc8b09490fac4d7058eb4da8f0
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source Geoscientific Model Development, Vol 14, Pp 3361-3382 (2021)
op_relation https://gmd.copernicus.org/articles/14/3361/2021/gmd-14-3361-2021.pdf
https://doaj.org/toc/1991-959X
https://doaj.org/toc/1991-9603
doi:10.5194/gmd-14-3361-2021
1991-959X
1991-9603
https://doaj.org/article/87c17dbc8b09490fac4d7058eb4da8f0
op_doi https://doi.org/10.5194/gmd-14-3361-2021
container_title Geoscientific Model Development
container_volume 14
container_issue 6
container_start_page 3361
op_container_end_page 3382
_version_ 1766332891775631360