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Leveraging observed soil heterotrophic respiration fluxes as a novel constraint on global-scale models

Journal Article · · Global Change Biology (Online)
DOI:https://doi.org/10.1111/gcb.15795· OSTI ID:1820959

Microbially-explicit models may improve understanding and projections of carbon dynamics in response to future climate change, but their fidelity in simulating global-scale soil heterotrophic respiration (RH), a stringent test for soil biogeochemical models, has never been evaluated. We used statistical global RH products, as well as 7,821 daily site-scale RH measurements, to evaluate the spatio-temporal performance of one first-order decay model (CASA-CNP) and two microbially-explicit biogeochemical models (CORPSE and MIMICS) that were forced by two different climate datasets. CORPSE and MIMICS did not provide any measurable performance improvement; instead, the models were highly sensitive to the meteorological input data used to drive them. Spatial RH variability was generally well simulated except in the northern middle latitudes (~50°N) and arid regions; models captured the seasonal variability of RH well, but showed more divergence in tropic and arctic regions. Our results demonstrate that the next generation of biogeochemical models shows promise, but also needs to be improved for realistic spatio-temporal variability of RH. Finally, we emphasize the importance of net primary production, soil moisture, and soil temperature inputs, and that jointly evaluating soil models for their spatial (global scale) and temporal (site scale) performance provides crucial benchmarks for improving biogeochemical models.

Research Organization:
Pacific Northwest National Lab. (PNNL), Richland, WA (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER)
DOE Contract Number:
AC05-76RL01830
OSTI ID:
1820959
Report Number(s):
PNNL-SA-157824
Journal Information:
Global Change Biology (Online), Vol. 27, Issue 20; ISSN 1365-2486
Publisher:
Wiley
Country of Publication:
United States
Language:
English

References (50)

A substantial role of soil erosion in the land carbon sink and its future changes February 2020
Multiple models and experiments underscore large uncertainty in soil carbon dynamics October 2018
Constraining estimates of global soil respiration by quantifying sources of variability June 2018
Future Global Soil Respiration Rates Will Swell Despite Regional Decreases in Temperature Sensitivity Caused by Rising Temperature November 2018
A global model of carbon, nitrogen and phosphorus cycles for the terrestrial biosphere January 2010
Global spatiotemporal distribution of soil respiration modeled using a global database January 2015
A restructured and updated global soil respiration database (SRDB-V5) January 2021
Feedbacks between plant N demand and rhizosphere priming depend on type of mycorrhizal association July 2017
Leveraging the signature of heterotrophic respiration on atmospheric CO2 for model benchmarking January 2020
The Model of Emissions of Gases and Aerosols from Nature version 2.1 (MEGAN2.1): an extended and updated framework for modeling biogenic emissions January 2012
Model Structure and Climate Data Uncertainty in Historical Simulations of the Terrestrial Carbon Cycle (1850–2014) October 2019
Predicting carbon dioxide and energy fluxes across global FLUXNET sites with regression algorithms January 2016
The International Land Model Benchmarking (ILAMB) System: Design, Theory, and Implementation November 2018
The age distribution of global soil carbon inferred from radiocarbon measurements June 2020
A global database of soil respiration data January 2010
Improvements of the MODIS terrestrial gross and net primary production global data set March 2005
Higher climatological temperature sensitivity of soil carbon in cold than warm climates October 2017
Control Points in Ecosystems: Moving Beyond the Hot Spot Hot Moment Concept January 2017
Global covariation of carbon turnover times with climate in terrestrial ecosystems September 2014
Persistence of soil organic matter as an ecosystem property October 2011
Managing uncertainty in soil carbon feedbacks to climate change July 2016
Globally rising soil heterotrophic respiration over recent decades August 2018
Microbial carbon use efficiency: accounting for population, community, and ecosystem-scale controls over the fate of metabolized organic matter February 2016
A framework for representing microbial decomposition in coupled climate models August 2011
Plumbing the Global Carbon Cycle: Integrating Inland Waters into the Terrestrial Carbon Budget February 2007
Global soil carbon projections are improved by modelling microbial processes July 2013
Representing life in the Earth system with soil microbial functional traits in the MIMICS model January 2015
Substrate limitations for heterotrophs: Implications for models that estimate the seasonal cycle of atmospheric CO 2 December 1996
Global satellite-driven estimates of heterotrophic respiration January 2019
Global fire emissions estimates during 1997–2016 January 2017
Soil microbial respiration from observations and Earth System Models September 2013
Microbial community-level regulation explains soil carbon responses to long-term litter manipulations October 2017
An evaluation of the statistical methods for testing the performance of crop models with observed data May 2014
Incremental Correction for the Dynamical Downscaling of Ensemble Mean Atmospheric Fields September 2013
GSWP-2: Multimodel Analysis and Implications for Our Perception of the Land Surface October 2006
Integrating microbial physiology and physio-chemical principles in soils with the MIcrobial-MIneral Carbon Stabilization (MIMICS) model January 2014
Arctic Soil Governs Whether Climate Change Drives Global Losses or Gains in Soil Carbon December 2019
The Michaelis-Menten kinetics of soil extracellular enzymes in response to temperature: a cross-latitudinal study January 2012
Causes of variation in soil carbon simulations from CMIP5 Earth system models and comparison with observations January 2013
Scaling carbon fluxes from eddy covariance sites to globe: synthesis and evaluation of the FLUXCOM approach January 2020
A global relationship between the heterotrophic and autotrophic components of soil respiration? October 2004
Microbe-driven turnover offsets mineral-mediated storage of soil carbon under elevated CO2 November 2014
Microbial dynamics and soil physicochemical properties explain large‐scale variations in soil organic carbon February 2020
Explicitly representing soil microbial processes in Earth system models: Soil microbes in earth system models October 2015
Terrestrial ecosystem production: A process model based on global satellite and surface data December 1993
The Community Land Model Version 5: Description of New Features, Benchmarking, and Impact of Forcing Uncertainty December 2019
Spatial Predictions and Associated Uncertainty of Annual Soil Respiration at the Global Scale December 2019
Spatial and temporal patterns of global soil heterotrophic respiration in terrestrial ecosystems January 2020
The global soil community and its influence on biogeochemistry August 2019
Carbon cycle confidence and uncertainty: Exploring variation among soil biogeochemical models November 2017

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