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

Title: Continental United States may lose 1.8 petagrams of soil organic carbon under climate change by 2100

Journal Article · · Global Ecology and Biogeography
DOI:https://doi.org/10.1111/geb.13489· OSTI ID:1855887
ORCiD logo [1];  [1]; ORCiD logo [2];  [3]; ORCiD logo [4];  [5]
  1. Bioscience Division Sandia National Laboratory Livermore California USA, Joint BioEnergy Institute Lawrence Berkeley National Laboratory Emeryville California USA
  2. Joint BioEnergy Institute Lawrence Berkeley National Laboratory Emeryville California USA, Energy Analysis &, Environmental Impact Division Lawrence Berkeley National Laboratory Berkeley California USA, Biological Systems and Engineering Division Lawrence Berkeley National Laboratory Berkeley California USA, Energy &, Biosciences Institute University of California Berkeley California USA
  3. National Soil Survey Center USDA‐NRCS Lincoln Nebraska USA
  4. Grassland, Soil and Water Research Laboratory USDA‐ARS Temple Texas USA
  5. Environmental Science Division Argonne National Laboratory Lemont Illinois USA

Aims: High-resolution information on soils’ vulnerability to climate-induced soil organic carbon (SOC) loss can enable environmental scientists, land managers, and policy makers to develop targeted mitigation strategies. This study aims to estimate baseline and decadal changes in continental US surface SOC stocks under future emission scenarios. Location: Continental United States. Time period: 2014–2100. Methods: We used recent SOC field observations (n = 6,213 sites), environmental factors (n = 32), and an ensemble machine learning (ML) approach to estimate baseline SOC stocks in surface soils across the continental United States at 100-m spatial resolution, and decadal changes under the projected climate scenarios of Coupled Model Intercomparison Project Phase Six (CMIP6) earth system models (ESMs). Results: Baseline SOC projections from ML approaches captured more than 50% of variability in SOC observations, whereas ESMs represented only 6–16% of observed SOC variability. ML estimates showed a mean total loss of 1.8 Pg C from US surface soils under the high-emission scenario by 2100, whereas ESMs showed no significant change in SOC stocks with wide variation among ESMs. Both ML and ESM predictions agree on the direction of SOC change (net emissions or sequestration) across 46–51% of continental US land area. These differences are attributable to the high-resolution site-specific data used in the ML models compared to the relatively coarse grid represented in CMIP6 ESMs. Main conclusions: Our high-resolution estimates of baseline SOC stocks, identification of key environmental controllers, and projection of SOC changes from US land cover types under future climate scenarios suggest the need for high-resolution simulations of SOC in ESMs to represent the heterogeneity of SOC. We found that the SOC change is sensitive to key soil related factors (e.g. soil drainage and soil order) that have not been historically considered as input parameters in ESMs, because currently more than 95% variability in the SOC of CMIP6 ESMs is controlled by net primary productivity, temperature, and precipitation. Using additional environmental factors to estimate the baseline SOC stocks and predict the future trajectory of SOC change can provide more accurate results.

Research Organization:
Sandia National Lab. (SNL-NM), Albuquerque, NM (United States); Argonne National Laboratory (ANL), Argonne, IL (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER); USDOE National Nuclear Security Administration (NNSA)
Grant/Contract Number:
NA0003525; AC02-05CH11231; AC02-06CH11357
OSTI ID:
1855887
Alternate ID(s):
OSTI ID: 1866517; OSTI ID: 1882904; OSTI ID: 1916472
Report Number(s):
SAND2022-3171J
Journal Information:
Global Ecology and Biogeography, Journal Name: Global Ecology and Biogeography Vol. 31 Journal Issue: 6; ISSN 1466-822X
Publisher:
Wiley-BlackwellCopyright Statement
Country of Publication:
United Kingdom
Language:
English

References (49)

Multiple models and experiments underscore large uncertainty in soil carbon dynamics journal October 2018
Climate-smart soils journal April 2016
Potential responses of soil organic carbon to global environmental change journal August 1997
The Scenario Model Intercomparison Project (ScenarioMIP) for CMIP6 journal January 2016
Large stocks of peatland carbon and nitrogen are vulnerable to permafrost thaw journal August 2020
Overview of the Coupled Model Intercomparison Project Phase 6 (CMIP6) experimental design and organization journal January 2016
Changes in soil organic carbon storage predicted by Earth system models during the 21st century journal January 2014
CLIMATE CHANGE: Permafrost and the Global Carbon Budget journal June 2006
Statistical Modeling: The Two Cultures (with comments and a rejoinder by the author) journal August 2001
The International Land Model Benchmarking (ILAMB) System: Design, Theory, and Implementation journal November 2018
Soil Carbon Sequestration Impacts on Global Climate Change and Food Security journal June 2004
Assessing soil organic carbon stock of Wisconsin, USA and its fate under future land use and climate change journal June 2019
Distribution of Soil Organic Carbon in the Conterminous United States book January 2014
Spatial Patterns of Soil Organic Carbon in the Contiguous United States journal January 1994
Ensemble Machine Learning Approach Improves Predicted Spatial Variation of Surface Soil Organic Carbon Stocks in Data-Limited Northern Circumpolar Region journal October 2020
Quantifying global soil carbon losses in response to warming journal November 2016
Soil carbon 4 per mille journal April 2017
Spatial representation of organic carbon and active-layer thickness of high latitude soils in CMIP5 earth system models journal August 2017
Higher climatological temperature sensitivity of soil carbon in cold than warm climates journal October 2017
Machine learning in space and time for modelling soil organic carbon change journal June 2020
An observation-based constraint on permafrost loss as a function of global warming journal April 2017
Persistence of soil organic matter as an ecosystem property journal October 2011
Long-term pattern and magnitude of soil carbon feedback to the climate system in a warming world journal October 2017
Soil carbon debt of 12,000 years of human land use journal August 2017
machine. journal October 2001
Long-term tillage and drainage influences on soil organic carbon dynamics, aggregate stability and corn yield journal January 2014
Causes of variation in soil carbon simulations from CMIP5 Earth system models and comparison with observations journal January 2013
Temperature and soil organic matter decomposition rates - synthesis of current knowledge and a way forward journal August 2011
Carbon losses from all soils across England and Wales 1978–2003 journal September 2005
The Vertical Distribution of soil Organic Carbon and its Relation to Climate and Vegetation journal April 2000
Global soil carbon projections are improved by modelling microbial processes journal July 2013
Soil organic carbon storage as a key function of soils - A review of drivers and indicators at various scales journal January 2019
On the Temperature Dependence of Soil Respiration journal June 1994
Toward more realistic projections of soil carbon dynamics by Earth system models: SOIL CARBON MODELING journal January 2016
Changes in temperature and precipitation extremes in the CMIP5 ensemble journal February 2013
Persistent growth of CO2 emissions and implications for reaching climate targets journal September 2014
Quantity and Spatial Variability of Soil Carbon in the Conterminous United States journal January 2006
The representative concentration pathways: an overview journal August 2011
Deep Learning Optimizes Data-Driven Representation of Soil Organic Carbon in Earth System Model Over the Conterminous United States journal June 2020
Modelling and mapping soil organic carbon stocks under future climate change in south-eastern Australia journal January 2022
Global climate change and terrestrial net primary production journal May 1993
Permafrost thawing puts the frozen carbon at risk over the Tibetan Plateau journal May 2020
Earth system models: an overview: Earth system models journal November 2011
Uncertain future soil carbon dynamics under global change predicted by models constrained by total carbon measurements journal March 2017
Active-Layer Thickness across Alaska: Comparing Observation-Based Estimates with CMIP5 Earth System Model Predictions journal January 2014
Responses of ecosystem carbon cycle to experimental warming: a meta-analysis journal March 2013
The Shared Socioeconomic Pathways and their energy, land use, and greenhouse gas emissions implications: An overview journal January 2017
Sorghum biomass production in the continental United States and its potential impacts on soil organic carbon and nitrous oxide emissions journal August 2020
Dynamics of C, N, P and S in grassland soils: a model journal February 1988