skip to main content
OSTI.GOV title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Carbon cycle confidence and uncertainty: Exploring variation among soil biogeochemical models

Journal Article · · Global Change Biology
DOI:https://doi.org/10.1111/gcb.13979· OSTI ID:1411020
ORCiD logo [1];  [2];  [3];  [4];  [5];  [6]
  1. Univ. of Colorado, Boulder, CO (United States); National Center for Atmospheric Research, Boulder, CO (United States)
  2. National Center for Atmospheric Research, Boulder, CO (United States); Colorado State Univ., Fort Collins, CO (United States)
  3. Princeton Univ., Princeton, NJ (United States)
  4. Chinese Academy of Sciences, Guangzhou (China); CSIRO Oceans and Atmosphere, Aspendale, VIC (Australia)
  5. Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
  6. National Center for Atmospheric Research, Boulder, CO (United States)

Emerging insights into factors responsible for soil organic matter stabilization and decomposition are being applied in a variety of contexts, but new tools are needed to facilitate the understanding, evaluation, and improvement of soil biogeochemical theory and models at regional to global scales. To isolate the effects of model structural uncertainty on the global distribution of soil carbon stocks and turnover times we developed a soil biogeochemical testbed that forces three different soil models with consistent climate and plant productivity inputs. The models tested here include a first-order, microbial implicit approach (CASA-CNP), and two recently developed microbially explicit models that can be run at global scales (MIMICS and CORPSE). When forced with common environmental drivers, the soil models generated similar estimates of initial soil carbon stocks (roughly 1,400 Pg C globally, 0–100 cm), but each model shows a different functional relationship between mean annual temperature and inferred turnover times. Subsequently, the models made divergent projections about the fate of these soil carbon stocks over the 20th century, with models either gaining or losing over 20 Pg C globally between 1901 and 2010. Single-forcing experiments with changed inputs, temperature, and moisture suggest that uncertainty associated with freeze-thaw processes as well as soil textural effects on soil carbon stabilization were larger than direct temperature uncertainties among models. Finally, the models generated distinct projections about the timing and magnitude of seasonal heterotrophic respiration rates, again reflecting structural uncertainties that were related to environmental sensitivities and assumptions about physicochemical stabilization of soil organic matter. Here, by providing a computationally tractable and numerically consistent framework to evaluate models we aim to better understand uncertainties among models and generate insights about factors regulating the turnover of soil organic matter.

Research Organization:
Univ. of Colorado, Boulder, CO (United States); Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Cornell Univ., Ithaca, NY (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER)
Grant/Contract Number:
SC0014374; TES SC0014374; BSS SC0016364; AC02-05CH11231; SC0016364
OSTI ID:
1411020
Alternate ID(s):
OSTI ID: 1410374; OSTI ID: 1477279; OSTI ID: 1863823
Journal Information:
Global Change Biology, Vol. 24, Issue 4; ISSN 1354-1013
Publisher:
WileyCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 78 works
Citation information provided by
Web of Science

References (84)

Permafrost carbon−climate feedback is sensitive to deep soil carbon decomposability but not deep soil nitrogen dynamics journal March 2015
Representing life in the Earth system with soil microbial functional traits in the MIMICS model journal January 2015
Evaluation of ecosystem dynamics, plant geography and terrestrial carbon cycling in the LPJ dynamic global vegetation model journal February 2003
Integrating microbial physiology and physiochemical principles in soils with the MIcrobial-MIneral Carbon Stabilization (MIMICS) model journal January 2014
Stabilization of Soil Organic Matter: Association with Minerals or Chemical Recalcitrance? journal January 2006
A global model of carbon, nitrogen and phosphorus cycles for the terrestrial biosphere journal January 2010
Carbon residence time dominates uncertainty in terrestrial vegetation responses to future climate and atmospheric CO 2 journal December 2013
The Northern Circumpolar Soil Carbon Database: spatially distributed datasets of soil coverage and soil carbon storage in the northern permafrost regions journal January 2012
Spatial Variation in Soil Properties among North American Ecosystems and Guidelines for Sampling Designs journal January 2014
Quantifying global soil carbon losses in response to warming journal November 2016
Improvements of the MODIS terrestrial gross and net primary production global data set journal March 2005
The contribution of terrestrial sources and sinks to trends in the seasonal cycle of atmospheric carbon dioxide journal December 1997
Higher climatological temperature sensitivity of soil carbon in cold than warm climates journal October 2017
Models of soil organic matter decomposition: the SoilR package, version 1.0 journal January 2012
Global covariation of carbon turnover times with climate in terrestrial ecosystems journal September 2014
The effect of permafrost thaw on old carbon release and net carbon exchange from tundra journal May 2009
Persistence of soil organic matter as an ecosystem property text January 2011
Microbial models with data-driven parameters predict stronger soil carbon responses to climate change journal March 2015
Soil organic matter turnover is governed by accessibility not recalcitrance journal March 2012
An Absorbing Markov Chain approach to understanding the microbial role in soil carbon stabilization journal September 2010
Development of a global land cover characteristics database and IGBP DISCover from 1 km AVHRR data journal January 2000
Representing life in the Earth system with soil microbial functional traits in the MIMICS model journal January 2015
Estimating the Permafrost-Carbon Climate Response in the CMIP5 Climate Models Using a Simplified Approach journal July 2013
Twenty-First-Century Compatible CO 2 Emissions and Airborne Fraction Simulated by CMIP5 Earth System Models under Four Representative Concentration Pathways journal July 2013
Invariant soil water potential at zero microbial respiration explained by hydrological discontinuity in dry soils journal October 2014
Toward more realistic projections of soil carbon dynamics by Earth system models: SOIL CARBON MODELING journal January 2016
Carbon–Concentration and Carbon–Climate Feedbacks in CMIP5 Earth System Models journal August 2013
The Michaelis-Menten kinetics of soil extracellular enzymes in response to temperature: a cross-latitudinal study journal January 2012
Causes of variation in soil carbon simulations from CMIP5 Earth system models and comparison with observations journal January 2013
Microbe-driven turnover offsets mineral-mediated storage of soil carbon under elevated CO2 journal November 2014
Explicitly representing soil microbial processes in Earth system models: Soil microbes in earth system models journal October 2015
Temperature response of soil respiration largely unaltered with experimental warming journal November 2016
Understanding the dominant controls on litter decomposition journal November 2015
A parameterization of leaf phenology for the terrestrial ecosystem component of climate models journal January 2005
Nitrogen and phosphorous limitations significantly reduce future allowable CO 2 emissions : N AND P REDUCE ALLOWABLE CO journal January 2014
Robustness and uncertainty in terrestrial ecosystem carbon response to CMIP5 climate change projections text January 2012
Simulating the Earth system response to negative emissions journal September 2016
Transit times and mean ages for nonautonomous and autonomous compartmental systems journal April 2016
Global carbon budget 2013 journal January 2014
Simulating the Earth system response to negative emissions text January 2016
Molecular C dynamics downstream: The biochemical decomposition sequence and its impact on soil organic matter structure and function journal October 2008
A unified approach for process‐based hydrologic modeling: 1. Modeling concept journal April 2015
A potential loss of carbon associated with greater plant growth in the European Arctic journal June 2012
Temperature and soil organic matter decomposition rates - synthesis of current knowledge and a way forward journal August 2011
Plant species traits are the predominant control on litter decomposition rates within biomes worldwide journal October 2008
Carbon dioxide sources from Alaska driven by increasing early winter respiration from Arctic tundra journal May 2017
Global carbon budget 2013 text January 2014
Soil carbon and nitrogen mineralization: Theory and models across scales journal July 2009
Global patterns and controls of soil organic carbon dynamics as simulated by multiple terrestrial biosphere models: Current status and future directions: MODELING GLOBAL SOIL CARBON DYNAMICS journal June 2015
Robustness and uncertainty in terrestrial ecosystem carbon response to CMIP5 climate change projections journal October 2012
Changes to particulate versus mineral-associated soil carbon after 50 years of litter manipulation in forest and prairie experimental ecosystems journal March 2014
The Microbial Efficiency-Matrix Stabilization (MEMS) framework integrates plant litter decomposition with soil organic matter stabilization: do labile plant inputs form stable soil organic matter? journal February 2013
Global carbon budget 2013 text January 2014
Direct evidence for microbial-derived soil organic matter formation and its ecophysiological controls journal November 2016
Climate fails to predict wood decomposition at regional scales journal June 2014
Persistence of soil organic matter as an ecosystem property journal October 2011
Soil carbon storage controlled by interactions between geochemistry and climate journal August 2015
Managing uncertainty in soil carbon feedbacks to climate change journal July 2016
The Northern Circumpolar Soil Carbon Database: spatially distributed datasets of soil coverage and soil carbon storage in the northern permafrost regions journal January 2013
Causes and implications of persistent atmospheric carbon dioxide biases in Earth System Models journal February 2014
Transit times and mean ages for nonautonomous and autonomous compartmental systems preprint January 2016
Changes in soil organic carbon storage predicted by Earth system models during the 21st century journal January 2014
Disentangling residence time and temperature sensitivity of microbial decomposition in a global soil carbon model journal January 2014
Litter and Root Manipulations Provide Insights into Soil Organic Matter Dynamics and Stability journal January 2014
Litter Input Controls on Soil Carbon in a Temperate Deciduous Forest journal January 2014
Temperature sensitivity of soil carbon decomposition and feedbacks to climate change journal March 2006
Changes in soil organic carbon storage predicted by Earth system models during the 21st century journal January 2013
Substrate limitations for heterotrophs: Implications for models that estimate the seasonal cycle of atmospheric CO 2 journal December 1996
Uncertainties in CMIP5 Climate Projections due to Carbon Cycle Feedbacks journal January 2014
The contentious nature of soil organic matter journal November 2015
Integrating microbial physiology and physio-chemical principles in soils with the MIcrobial-MIneral Carbon Stabilization (MIMICS) model journal January 2014
Global climate change and soil carbon stocks; predictions from two contrasting models for the turnover of organic carbon in soil journal January 2005
Carbon emissions from land use and land-cover change journal January 2012
Evaluating the Land and Ocean Components of the Global Carbon Cycle in the CMIP5 Earth System Models journal September 2013
Microbial control over carbon cycling in soil journal January 2012
Analysis of Permafrost Thermal Dynamics and Response to Climate Change in the CMIP5 Earth System Models journal March 2013
The effect of vertically resolved soil biogeochemistry and alternate soil C and N models on C dynamics of CLM4 journal January 2013
Terrestrial ecosystem production: A process model based on global satellite and surface data journal December 1993
A global model of carbon, nitrogen and phosphorus cycles for the terrestrial biosphere journal January 2009
Controls on terrestrial carbon feedbacks by productivity versus turnover in the CMIP5 Earth System Models journal January 2015
Responses of soil heterotrophic respiration to moisture availability: An exploration of processes and models journal April 2013
Applying population and community ecology theory to advance understanding of belowground biogeochemistry journal January 2017
Future productivity and carbon storage limited by terrestrial nutrient availability journal April 2015
The Vertical Distribution of soil Organic Carbon and its Relation to Climate and Vegetation journal April 2000

Cited By (6)

Multi 'omics comparison reveals metabolome biochemistry, not microbiome composition or gene expression, corresponds to elevated biogeochemical function in the hyporheic zone journal November 2018
Cross-biome patterns in soil microbial respiration predictable from evolutionary theory on thermal adaptation journal January 2019
Multiple models and experiments underscore large uncertainty in soil carbon dynamics journal October 2018
Anthropogenic N deposition, fungal gene expression, and an increasing soil carbon sink in the Northern Hemisphere journal July 2019
The global soil community and its influence on biogeochemistry journal August 2019
On the role of soil water retention characteristic on aerobic microbial respiration journal January 2019