Title: Predicting Near-Term Changes in the Earth System: A Large Ensemble of Initialized Decadal Prediction Simulations Using the Community Earth System Model

Journal Article · · Bulletin of the American Meteorological Society
 [1];  [2];  [2];  [2];  [2];  [2];  [2];  [2];  [2];  [2];  [3]
  1. National Center for Atmospheric Research (NCAR), Boulder, CO (United States); DOE/OSTI
  2. National Center for Atmospheric Research (NCAR), Boulder, CO (United States)
  3. Univ. of Colorado, Boulder, CO (United States). Dept. of Atmospheric and Oceanic Sciences, and Inst. of Arctic and Alpine Research

The objective of near-term climate prediction is to improve our fore-knowledge, from years to a decade or more in advance, of impactful climate changes that can in general be attributed to a combination of internal and externally forced variability. Predictions initialized using observations of past climate states are tested by comparing their ability to reproduce past climate evolution with that of uninitialized simulations in which the same radiative forcings are applied. A new set of decadal prediction (DP) simulations has recently been completed using the Community Earth System Model (CESM) and is now available to the community. This new large-ensemble (LE) set (CESM-DPLE) is composed of historical simulations that are integrated forward for 10 years following initialization on 1 November of each year between 1954 and 2015. CESM-DPLE represents the “initialized” counterpart to the widely studied CESM Large Ensemble (CESM-LE); both simulation sets have 40-member ensembles, and they use identical model code and radiative forcings. Comparing CESM-DPLE to CESM-LE highlights the impacts of initialization on prediction skill and indicates that robust assessment and interpretation of DP skill may require much larger ensembles than current protocols recommend. CESM-DPLE exhibits significant and potentially useful prediction skill for a wide range of fields, regions, and time scales, and it shows widespread improvement over simpler benchmark forecasts as well as over a previous initialized system that was submitted to phase 5 of the Coupled Model Intercomparison Project (CMIP5). Finally, the new DP system offers new capabilities that will be of interest to a broad community pursuing Earth system prediction research.

Research Organization:
Univ. of California, Oakland, CA (United States); University Corporation for Atmospheric Research, Boulder, CO (United States)
Sponsoring Organization:
USDOE Office of Science (SC)
Grant/Contract Number:
AC02-05CH11231; FC02-97ER62402
OSTI ID:
1541807
Journal Information:
Bulletin of the American Meteorological Society, Journal Name: Bulletin of the American Meteorological Society Journal Issue: 9 Vol. 99; ISSN 0003-0007
Publisher:
American Meteorological SocietyCopyright Statement
Country of Publication:
United States
Language:
English

References (67)

EN4: Quality controlled ocean temperature and salinity profiles and monthly objective analyses with uncertainty estimates: THE EN4 DATA SET journal December 2013
CMIP5 multi-model hindcasts for the mid-1970s shift and early 2000s hiatus and predictions for 2016-2035: Meehl and Teng: Initialized hindcasts and predictions journal March 2014
Sahel rainfall in multimodel CMIP5 decadal hindcasts journal March 2014
Skillful long-range prediction of European and North American winters: Scaife et al.: Predictability of the NAO journal April 2014
Forecast cooling of the Atlantic subpolar gyre and associated impacts journal July 2014
Do seasonal-to-decadal climate predictions underestimate the predictability of the real world?: Seasonal to decadal predictability journal August 2014
Regional precipitation simulations for the mid-1970s shift and early-2000s hiatus: regional precipitation journal November 2014
Finding forced trends in oceanic oxygen: TRENDS IN DISSOLVED OXYGEN journal February 2016
Predicted slowdown in the rate of Atlantic sea ice loss: PREDICTED RATE OF SEA ICE LOSS journal December 2015
Twentieth century correlations between extratropical SST variability and ITCZ shifts: AMO, PDO, and ITCZ Variability journal September 2017
Skilful Seasonal Predictions of Summer European Rainfall journal April 2018
Updated high-resolution grids of monthly climatic observations - the CRU TS3.10 Dataset: UPDATED HIGH-RESOLUTION GRIDS OF MONTHLY CLIMATIC OBSERVATIONS journal May 2013
The Twentieth Century Reanalysis Project
  • Compo, G. P.; Whitaker, J. S.; Sardeshmukh, P. D.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 137, Issue 654 https://doi.org/10.1002/qj.776
journal January 2011
The ERA-Interim reanalysis: configuration and performance of the data assimilation system journal April 2011
The global climatology of an interannually varying air–sea flux data set journal August 2008
Decadal prediction skill in a multi-model ensemble journal February 2012
A verification framework for interannual-to-decadal predictions experiments journal August 2012
Decadal predictability and forecast skill journal March 2013
An evaluation of experimental decadal predictions using CCSM4 journal July 2014
Decadal prediction of Sahel rainfall: where does the skill (or lack thereof) come from? journal October 2016
Initialization shock in decadal hindcasts due to errors in wind stress over the tropical Pacific journal December 2016
Recent Progress in Understanding and Predicting Atlantic Decadal Climate Variability journal April 2017
North Atlantic simulations in Coordinated Ocean-ice Reference Experiments phase II (CORE-II). Part II: Inter-annual to decadal variability journal January 2016
JRA-55 based surface dataset for driving ocean–sea-ice models (JRA55-do) journal October 2018
A comparison of Eastern Boundary Upwelling Ecosystems journal December 2009
Impact of Atlantic multidecadal oscillations on India/Sahel rainfall and Atlantic hurricanes journal January 2006
Multi-year predictability of the tropical Atlantic atmosphere driven by the high latitude North Atlantic Ocean: TROPICAL ATLANTIC DECADAL PREDICTABILITY journal July 2011
Evaluation of short-term climate change prediction in multi-model CMIP5 decadal hindcasts: MULTI-MODEL CMIP5 DECADAL PREDICTIONS journal May 2012
Case studies for initialized decadal hindcasts and predictions for the Pacific region: PREDICTIONS FOR THE PACIFIC REGION journal November 2012
Forecasting the number of extreme daily events out to a decade ahead: DECADAL FORECASTS OF EXTREMES journal November 2012
Advancing decadal-scale climate prediction in the North Atlantic sector journal May 2008
Initialized decadal prediction for transition to positive phase of the Interdecadal Pacific Oscillation journal June 2016
Skilful prediction of Sahel summer rainfall on inter-annual and multi-year timescales journal May 2017
Skillful prediction of northern climate provided by the ocean journal June 2017
Initialized near-term regional climate change prediction journal April 2013
Atlantic Ocean influence on a shift in European climate in the 1990s journal October 2012
Atlantic overturning in decline? journal December 2013
A reversal of climatic trends in the North Atlantic since 2005 journal June 2016
Skilful predictions of the winter North Atlantic Oscillation one year ahead journal October 2016
Patterns of Indian Ocean sea-level change in a warming climate journal July 2010
Multiyear predictability of tropical marine productivity journal July 2014
A unifying view of climate change in the Sahel linking intra-seasonal, interannual and longer time scales journal April 2013
Atlantic Ocean Forcing of North American and European Summer Climate journal July 2005
Improved Surface Temperature Prediction for the Coming Decade from a Global Climate Model journal August 2007
Ensemble size impact on the decadal predictive skill assessment [Ensemble size impact on the decadal predictive skill assessment] journal December 2016
The NCEP/NCAR 40-Year Reanalysis Project journal March 1996
A New Sea Surface Temperature and Sea Ice Boundary Dataset for the Community Atmosphere Model journal October 2008
Decadal Prediction: Can It Be Skillful? journal October 2009
Initializing Decadal Climate Predictions with the GECCO Oceanic Synthesis: Effects on the North Atlantic journal July 2009
Controlling the Proportion of Falsely Rejected Hypotheses when Conducting Multiple Tests with Climatological Data journal November 2004
The Community Earth System Model: A Framework for Collaborative Research journal September 2013
Decadal Climate Prediction: An Update from the Trenches journal February 2014
The Community Earth System Model (CESM) Large Ensemble Project: A Community Resource for Studying Climate Change in the Presence of Internal Climate Variability journal August 2015
“The Stippling Shows Statistically Significant Grid Points”: How Research Results are Routinely Overstated and Overinterpreted, and What to Do about It journal December 2016
On “Field Significance” and the False Discovery Rate journal September 2006
The CCSM4 Ocean Component journal March 2012
Climate System Response to External Forcings and Climate Change Projections in CCSM4 journal June 2012
Multidecadal Covariability of North Atlantic Sea Surface Temperature, African Dust, Sahel Rainfall, and Atlantic Hurricanes journal August 2012
A Decadal Prediction Case Study: Late Twentieth-Century North Atlantic Ocean Heat Content journal August 2012
Twentieth-Century Oceanic Carbon Uptake and Storage in CESM1(BGC) journal September 2013
Preindustrial-Control and Twentieth-Century Carbon Cycle Experiments with the Earth System Model CESM1(BGC) journal December 2014
Marine Ecosystem Dynamics and Biogeochemical Cycling in the Community Earth System Model [CESM1(BGC)]: Comparison of the 1990s with the 2090s under the RCP4.5 and RCP8.5 Scenarios journal December 2013
The Origins of Late-Twentieth-Century Variations in the Large-Scale North Atlantic Circulation journal May 2014
On Anomalous Ocean Heat Transport toward the Arctic and Associated Climate Predictability journal January 2016
Extended Reconstructed Sea Surface Temperature, Version 5 (ERSSTv5): Upgrades, Validations, and Intercomparisons journal October 2017
Photosynthetic rates derived from satellite-based chlorophyll concentration journal January 1997
The Decadal Climate Prediction Project (DCPP) contribution to CMIP6 journal January 2016

Cited By (17)

Predicting the seasonal evolution of southern African summer precipitation in the DePreSys3 prediction system journal November 2018
Assessing the degree of hydrologic stress due to climate change journal July 2019
Mechanisms of Low-Frequency Oxygen Variability in the North Pacific journal February 2019
Attributing the U.S. Southwest's Recent Shift Into Drier Conditions journal June 2018
Predicted Chance That Global Warming Will Temporarily Exceed 1.5 °C journal November 2018
Key Role of Internal Ocean Dynamics in Atlantic Multidecadal Variability During the Last Half Century journal December 2018
A Framework to Determine the Limits of Achievable Skill for Interannual to Decadal Climate Predictions journal March 2019
Enhancing Skill of Initialized Decadal Predictions Using a Dynamic Model of Drift journal August 2019
The Community Earth System Model Version 2 (CESM2) journal February 2020
A Review of the Role of the Atlantic Meridional Overturning Circulation in Atlantic Multidecadal Variability and Associated Climate Impacts journal June 2019
Decadal predictability of late winter precipitation in western Europe through an ocean–jet stream connection journal July 2019
Robust skill of decadal climate predictions journal May 2019
Decadal trends in the ocean carbon sink journal May 2019
Multi-year prediction of European summer drought conditions for the agricultural sector journal November 2019
High predictability of terrestrial carbon fluxes from an initialized decadal prediction system journal December 2019
Predicting the variable ocean carbon sink journal April 2019
Predicting near-term variability in ocean carbon uptake journal January 2019