Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Evaluating Carbon Extremes in a Coupled Climate-Carbon Cycle Simulation

Conference ·

Gross primary production (GPP) measures the photosynthetic update of carbon by terrestrial ecosystems. Accurately quantifying and simulating GPP and its extremes remains a challenge in global carbon cycle sciences. Here, we evaluate GPP extremes in a coupled biogeochemistry (BGC) simulation by the Department of Energy's Energy Exascale Earth System Model (E3SMv1.1) using the Generalized Extreme Value (GEV) distribution statistical model. The simulation is evaluated against the Global Bio-Atmosphere Flux (GBAF) data. Temporal trends and ENSO dependence are also investigated by using GEV models where time and the Niño3.4 index are introduced as linear covariates. The E3SMv1.1 model simulation generally predicts stronger negative and positive GPP extremes as compared to GBAF data. It also tends to simulate stronger temporal trends of GPP extremes than GBAF data. While negative GPP extreme trends are not significant in either E3SM or GBAF, positive GPP trends are statistically significant over several regions only for the E3SMv1.1 model simulation. ENSO dependence is generally stronger in the E3SMv1.1 model simulation, but ENSO dependence is found not to be significant for the time period analyzed (1980-2006) to match GBAF data. For the longer simulation period of 1900-2006, ENSO dependence is found to be statistically significant over Amazon, the maritime continent and Northern Australia for both negative and positive extremes.

Research Organization:
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
Sponsoring Organization:
USDOE
DOE Contract Number:
AC05-00OR22725
OSTI ID:
1648890
Country of Publication:
United States
Language:
English

References (33)

Trends in the sources and sinks of carbon dioxide journal November 2009
Global changes in extreme daily temperature since 1950: CHANGES IN EXTREME DAILY TEMPERATURE journal March 2008
Causes and implications of persistent atmospheric carbon dioxide biases in Earth System Models journal February 2014
Overview of the Coupled Model Intercomparison Project Phase 6 (CMIP6) experimental design and organization journal January 2016
The impacts of climate extremes on the terrestrial carbon cycle: A review journal May 2019
Combining large model ensembles with extreme value statistics to improve attribution statements of rare events journal September 2015
The effect of horizontal resolution on simulation quality in the Community Atmospheric Model, CAM5.1 journal November 2014
A spectral transform dynamical core option within the Community Atmosphere Model (CAM4) journal September 2014
The Carbon Cycle Response to ENSO: A Coupled Climate–Carbon Cycle Model Study journal November 2001
Negative extreme events in gross primary productivity and their drivers in China during the past three decades journal September 2019
The DOE E3SM Coupled Model Version 1: Overview and Evaluation at Standard Resolution journal July 2019
Statistical analysis for satellite-index-based insurance to define damaged pasture thresholds journal August 2019
An Introduction to Statistical Modeling of Extreme Values book January 2001
An intermediate complexity marine ecosystem model for the global domain journal January 2001
Mapping return levels of absolute NDVI variations for the assessment of drought risk in Ethiopia journal August 2012
Controlling the Proportion of Falsely Rejected Hypotheses when Conducting Multiple Tests with Climatological Data journal November 2004
Robust direct effect of carbon dioxide on tropical circulation and regional precipitation journal April 2013
MODIS Consistent Vegetation Parameter Specifications and Their Impacts on Regional Climate Simulations journal November 2014
The impact of ENSO and the NAO on extreme winter precipitation in North America in observations and regional climate models journal May 2016
Climate extremes and the carbon cycle journal August 2013
Global patterns of land-atmosphere fluxes of carbon dioxide, latent heat, and sensible heat derived from eddy covariance, satellite, and meteorological observations journal January 2011
On “Field Significance” and the False Discovery Rate journal September 2006
A few extreme events dominate global interannual variability in gross primary production journal March 2014
Fidelity of Precipitation Extremes in High Resolution Global Climate Simulations journal January 2015
Carbon cycle extremes during the 21st century in CMIP5 models: Future evolution and attribution to climatic drivers journal December 2014
Estimating Extremes in Transient Climate Change Simulations journal April 2005
Changes in the carbon cycle of Amazon ecosystems during the 2010 drought journal July 2011
Higher CO2 concentrations increase extreme event risk in a 1.5 °C world journal June 2018
Uncertainties in CMIP5 Climate Projections due to Carbon Cycle Feedbacks journal January 2014
Upper ocean ecosystem dynamics and iron cycling in a global three-dimensional model: GLOBAL ECOSYSTEM-BIOGEOCHEMICAL MODEL journal December 2004
The 2010 Amazon Drought journal February 2011
ENSO and greenhouse warming journal August 2015
Model Resolution Sensitivity of the Simulation of North Atlantic Oscillation Teleconnections to Precipitation Extremes journal October 2018

Similar Records

Related Subjects