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Title: Extending a land-surface model with <i>Sphagnum</i> moss to simulate responses of a northern temperate bog to whole ecosystem warming and elevated CO<sub>2</sub>

Abstract

Mosses need to be incorporated into Earth system models to better simulate peatland functional dynamics under the changing environment. Sphagnum mosses are strong determinants of nutrient, carbon, and water cycling in peatland ecosystems. However, most land-surface models do not include Sphagnum or other mosses as represented plant functional types (PFTs), thereby limiting predictive assessment of peatland responses to environmental change. In this study, we introduce a moss PFT into the land model component (ELM) of the Energy Exascale Earth System Model (E3SM) by developing water content dynamics and nonvascular photosynthetic processes for moss. The model was parameterized and independently evaluated against observations from an ombrotrophic forested bog as part of the Spruce and Peatland Responses Under Changing Environments (SPRUCE) project. The inclusion of a Sphagnum PFT with some Sphagnum-specific processes in ELM allows it to capture the observed seasonal dynamics of Sphagnum gross primary production (GPP) albeit with an underestimate of peak GPP. The model simulated a reasonable annual net primary production (NPP) for moss but with less interannual variation than observed, and it reproduced aboveground biomass for tree PFTs and stem biomass for shrubs. Different species showed highly variable warming responses under both ambient and elevated atmospheric CO2 concentrations,more » and elevated CO2 altered the warming response direction for the peatland ecosystem. Microtopography is critical: Sphagnum mosses on hummocks and hollows were simulated to show opposite warming responses (NPP decreasing with warming on hummocks but increasing in hollows), and hummock Sphagnum was modeled to have a strong dependence on water table height. The inclusion of this new moss PFT in global ELM simulations may provide a useful foundation for the investigation of northern peatland carbon exchange, enhancing the predictive capacity of carbon dynamics across the regional and global scales.« less

Authors:
ORCiD logo; ORCiD logo; ORCiD logo; ORCiD logo; ORCiD logo; ORCiD logo; ORCiD logo; ; ; ORCiD logo; ; ORCiD logo;
Publication Date:
Research Org.:
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
Sponsoring Org.:
USDOE Office of Science (SC), Biological and Environmental Research (BER)
OSTI Identifier:
1761224
Alternate Identifier(s):
OSTI ID: 1764489
Grant/Contract Number:  
AC05–00OR22725; AC05-00OR22725
Resource Type:
Published Article
Journal Name:
Biogeosciences (Online)
Additional Journal Information:
Journal Name: Biogeosciences (Online) Journal Volume: 18 Journal Issue: 2; Journal ID: ISSN 1726-4189
Publisher:
Copernicus GmbH
Country of Publication:
Germany
Language:
English
Subject:
54 ENVIRONMENTAL SCIENCES

Citation Formats

Shi, Xiaoying, Ricciuto, Daniel M., Thornton, Peter E., Xu, Xiaofeng, Yuan, Fengming, Norby, Richard J., Walker, Anthony P., Warren, Jeffrey M., Mao, Jiafu, Hanson, Paul J., Meng, Lin, Weston, David, and Griffiths, Natalie A. Extending a land-surface model with <i>Sphagnum</i> moss to simulate responses of a northern temperate bog to whole ecosystem warming and elevated CO<sub>2</sub>. Germany: N. p., 2021. Web. doi:10.5194/bg-18-467-2021.
Shi, Xiaoying, Ricciuto, Daniel M., Thornton, Peter E., Xu, Xiaofeng, Yuan, Fengming, Norby, Richard J., Walker, Anthony P., Warren, Jeffrey M., Mao, Jiafu, Hanson, Paul J., Meng, Lin, Weston, David, & Griffiths, Natalie A. Extending a land-surface model with <i>Sphagnum</i> moss to simulate responses of a northern temperate bog to whole ecosystem warming and elevated CO<sub>2</sub>. Germany. https://doi.org/10.5194/bg-18-467-2021
Shi, Xiaoying, Ricciuto, Daniel M., Thornton, Peter E., Xu, Xiaofeng, Yuan, Fengming, Norby, Richard J., Walker, Anthony P., Warren, Jeffrey M., Mao, Jiafu, Hanson, Paul J., Meng, Lin, Weston, David, and Griffiths, Natalie A. Wed . "Extending a land-surface model with <i>Sphagnum</i> moss to simulate responses of a northern temperate bog to whole ecosystem warming and elevated CO<sub>2</sub>". Germany. https://doi.org/10.5194/bg-18-467-2021.
@article{osti_1761224,
title = {Extending a land-surface model with <i>Sphagnum</i> moss to simulate responses of a northern temperate bog to whole ecosystem warming and elevated CO<sub>2</sub>},
author = {Shi, Xiaoying and Ricciuto, Daniel M. and Thornton, Peter E. and Xu, Xiaofeng and Yuan, Fengming and Norby, Richard J. and Walker, Anthony P. and Warren, Jeffrey M. and Mao, Jiafu and Hanson, Paul J. and Meng, Lin and Weston, David and Griffiths, Natalie A.},
abstractNote = {Mosses need to be incorporated into Earth system models to better simulate peatland functional dynamics under the changing environment. Sphagnum mosses are strong determinants of nutrient, carbon, and water cycling in peatland ecosystems. However, most land-surface models do not include Sphagnum or other mosses as represented plant functional types (PFTs), thereby limiting predictive assessment of peatland responses to environmental change. In this study, we introduce a moss PFT into the land model component (ELM) of the Energy Exascale Earth System Model (E3SM) by developing water content dynamics and nonvascular photosynthetic processes for moss. The model was parameterized and independently evaluated against observations from an ombrotrophic forested bog as part of the Spruce and Peatland Responses Under Changing Environments (SPRUCE) project. The inclusion of a Sphagnum PFT with some Sphagnum-specific processes in ELM allows it to capture the observed seasonal dynamics of Sphagnum gross primary production (GPP) albeit with an underestimate of peak GPP. The model simulated a reasonable annual net primary production (NPP) for moss but with less interannual variation than observed, and it reproduced aboveground biomass for tree PFTs and stem biomass for shrubs. Different species showed highly variable warming responses under both ambient and elevated atmospheric CO2 concentrations, and elevated CO2 altered the warming response direction for the peatland ecosystem. Microtopography is critical: Sphagnum mosses on hummocks and hollows were simulated to show opposite warming responses (NPP decreasing with warming on hummocks but increasing in hollows), and hummock Sphagnum was modeled to have a strong dependence on water table height. The inclusion of this new moss PFT in global ELM simulations may provide a useful foundation for the investigation of northern peatland carbon exchange, enhancing the predictive capacity of carbon dynamics across the regional and global scales.},
doi = {10.5194/bg-18-467-2021},
journal = {Biogeosciences (Online)},
number = 2,
volume = 18,
place = {Germany},
year = {Wed Jan 20 00:00:00 EST 2021},
month = {Wed Jan 20 00:00:00 EST 2021}
}

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  • Ecology, Vol. 64, Issue 5
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Minor Changes in Vegetation and Carbon Gas Balance in a Boreal Mire under a Raised CO2 or NH4NO3 Supply
journal, January 2003


Rapid loss of an ecosystem engineer: Sphagnum decline in an experimentally warmed bog
journal, October 2019

  • Norby, Richard J.; Childs, Joanne; Hanson, Paul J.
  • Ecology and Evolution, Vol. 9, Issue 22
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Estimating global carbon uptake by lichens and bryophytes with a process-based model
journal, January 2013


A new model of Holocene peatland net primary production, decomposition, water balance, and peat accumulation
journal, January 2010

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Future changes in vegetation and ecosystem function of the Barents Region
journal, December 2007


Comparative Cryptogam Ecology: A Review of Bryophyte and Lichen Traits that Drive Biogeochemistry
journal, May 2007

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The DOE E3SM v1.1 Biogeochemistry Configuration: Description and Simulated Ecosystem‐Climate Responses to Historical Changes in Forcing
journal, September 2020

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Present state of global wetland extent and wetland methane modelling: methodology of a model inter-comparison project (WETCHIMP)
journal, January 2013

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Fire as the dominant driver of central Canadian boreal forest carbon balance
journal, November 2007

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A biochemical model of photosynthetic CO2 assimilation in leaves of C3 species
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Growth, production and interspecific competition in Sphagnum: effects of temperature, nitrogen and sulphur treatments on a boreal mire
journal, August 2004


Production and microtopography of bog bryophytes: response to warming and water-table manipulations
journal, August 2001

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Boreal Peatland Ecosystems
book, January 2006


Model diagnostics of variations in methane emissions by wetlands in the second half of the 20th century based on reanalysis data
journal, November 2007


Plant functional types define magnitude of drought response in peatland CO 2 exchange
journal, January 2014

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  • Ecology, Vol. 95, Issue 1
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The Impact of Parametric Uncertainties on Biogeochemistry in the E3SM Land Model
journal, February 2018

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Unstable climate−growth relations for white spruce in southwest Yukon, Canada
journal, May 2012

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Coupling boreal forest CO2, H2O and energy flows by a vertically structured forest canopy – Soil model with separate bryophyte layer
journal, September 2015