DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: A Data Set for Intercomparing the Transient Behavior of Dynamical Model-Based Subseasonal to Decadal Climate Predictions

Journal Article · · Journal of Advances in Modeling Earth Systems
ORCiD logo [1];  [2]; ORCiD logo [3];  [2];  [4];  [5];  [6]; ORCiD logo [7];  [8]
  1. Univ. de Buenos Aires (Argentina); Inst. Franco-Argentino para el Estudio del Clima y sus Impactos (IRL 3351 IFAECI), Buenos Aires (Argentina)
  2. Environment and Climate Change Canada, British Columbia (Canada)
  3. Russian Academy of Sciences, Moscow (Russia); Hydrometcentre of Russia, Moscow (Russia); Moscow Inst. of Physics and Technology, Dolgoprudny (Russia)
  4. Barcelona Supercomputing Center (BSC) (Spain); Inst. Catalana de Recerca i Estudis Avançats (ICREA), Barcelona (Spain)
  5. Univ. de Barcelona (UB) (Spain)
  6. Univ. Catholique de Louvain, Louvain‐la‐Neuve (Belgium)
  7. National Center for Atmospheric Research (NCAR), Boulder, CO (United States)
  8. Pacific Northwest National Lab. (PNNL), Richland, WA (United States)

Climate predictions using coupled models in different time scales, from intraseasonal to decadal, are usually affected by initial shocks, drifts, and biases, which reduce the prediction skill. These arise from inconsistencies between different components of the coupled models and from the tendency of the model state to evolve from the prescribed initial conditions toward its own climatology over the course of the prediction. Aiming to provide tools and further insight into the mechanisms responsible for initial shocks, drifts, and biases, this paper presents a novel data set developed within the Long Range Forecast Transient Intercomparison Project, LRFTIP. This data set has been constructed by averaging hindcasts over available prediction years and ensemble members to form a hindcast climatology, that is a function of spatial variables and lead time, and thus results in a useful tool for characterizing and assessing the evolution of errors as well as the physical mechanisms responsible for them. A discussion on such errors at the different time scales is provided along with plausible ways forward in the field of climate predictions

Research Organization:
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States); University Corporation for Atmospheric Research (UCAR), Boulder, CO (United States)
Sponsoring Organization:
USDOE; USDOE Office of Science (SC), Biological and Environmental Research (BER)
Grant/Contract Number:
89243018SSC000007; AC05-76RL01830
OSTI ID:
1828865
Report Number(s):
PNNL-SA--166611
Journal Information:
Journal of Advances in Modeling Earth Systems, Journal Name: Journal of Advances in Modeling Earth Systems Journal Issue: 9 Vol. 13; ISSN 1942-2466
Publisher:
American Geophysical Union (AGU)Copyright Statement
Country of Publication:
United States
Language:
English

References (72)

Reduction of initial shock in decadal predictions using a new initialization strategy: A New Initialization Strategy journal August 2017
An Assessment of Drift Correction Alternatives for CMIP5 Decadal Predictions: DRIFT CORRECTION OF DECADAL PREDICTIONS journal October 2017
Estimation of Systematic Errors in the GFS Using Analysis Increments journal February 2018
Sensitivity of Coupled Tropical Pacific Model Biases to Convective Parameterization in CESM1 journal January 2018
Multiyear climate predictions using two initialization strategies: EC-EARTH DECADAL PREDICTIONS journal May 2013
Tropical rainfall predictions from multiple seasonal forecast systems journal October 2018
Using numerical weather prediction to assess climate models journal January 2007
Improving seasonal forecasting through tropical ocean bias corrections
  • Mulholland, David P.; Haines, Keith; Balmaseda, Magdalena Alonso
  • Quarterly Journal of the Royal Meteorological Society, Vol. 142, Issue 700 https://doi.org/10.1002/qj.2869
journal October 2016
The ERA-Interim reanalysis: configuration and performance of the data assimilation system journal April 2011
Climate model biases in the eastern tropical oceans: causes, impacts and ways forward: Climate model biases in the eastern tropical oceans journal March 2015
On the assessment of near-surface global temperature and North Atlantic multi-decadal variability in the ENSEMBLES decadal hindcast journal June 2012
Using seasonal hindcasts to understand the origin of the equatorial cold tongue bias in CGCMs and its impact on ENSO journal August 2012
Evaluation of forecast strategies for seasonal and decadal forecasts in presence of systematic model errors journal November 2012
A comparison of full-field and anomaly initialization for seasonal to decadal climate prediction journal February 2013
Development of warm SST errors in the southern tropical Atlantic in CMIP5 decadal hindcasts journal February 2013
Impact of initialization procedures on the predictive skill of a coupled ocean–atmosphere model journal October 2013
An evaluation of experimental decadal predictions using CCSM4 journal July 2014
Climate drift of AMOC, North Atlantic salinity and arctic sea ice in CFSv2 decadal predictions journal November 2014
Stochastic atmospheric perturbations in the EC-Earth3 global coupled model: impact of SPPT on seasonal forecast quality journal March 2015
Drift dynamics in a coupled model initialized for decadal forecasts journal June 2015
Comparison of full field and anomaly initialisation for decadal climate prediction: towards an optimal consistency between the ocean and sea-ice anomaly initialisation state journal October 2016
Predictability and prediction of Indian summer monsoon by CFSv2: implication of the initial shock effect journal March 2017
Identifying causes of Western Pacific ITCZ drift in ECMWF System 4 hindcasts journal April 2017
Different types of drifts in two seasonal forecast systems and their dependence on ENSO journal November 2017
Origin of the warm eastern tropical Atlantic SST bias in a climate model journal November 2017
Role of wind stress in driving SST biases in the Tropical Atlantic journal March 2019
Climate-mode initialization for decadal climate predictions journal September 2019
A new DRP-4DVar-based coupled data assimilation system for decadal predictions using a fast online localization technique journal March 2020
An anatomy of Arctic sea ice forecast biases in the seasonal prediction system with EC-Earth journal January 2021
Revisiting the problem of the Gulf Stream separation: on the representation of topography in ocean models with different types of vertical grids journal August 2016
The El Niño–Southern Oscillation Phenomenon book January 2011
Impact of initialization strategies and observations on seasonal forecast skill journal January 2009
Decadal climate prediction with the European Centre for Medium-Range Weather Forecasts coupled forecast system: Impact of ocean observations journal January 2011
Evaluation of short-term climate change prediction in multi-model CMIP5 decadal hindcasts: MULTI-MODEL CMIP5 DECADAL PREDICTIONS journal May 2012
Statistical adjustment of decadal predictions in a changing climate: STATISTICAL ADJUSTMENT OF PREDICTIONS journal October 2012
The impact of model fidelity on seasonal predictive skill: IMPACT OF FIDELITY ON SKILL journal September 2012
Evaluating Marine Stratocumulus Clouds in the CNRM-CM6-1 Model Using Short-Term Hindcasts journal January 2019
Assessment of Model Drifts in Seasonal Forecasting: Sensitivity to Ensemble Size and Implications for Bias Correction journal March 2020
A global perspective on CMIP5 climate model biases journal February 2014
Mean Bias in Seasonal Forecast Model and ENSO Prediction Error journal July 2017
Initialized Earth System prediction from subseasonal to decadal timescales journal April 2021
Data assimilation on the exponentially accurate slow manifold journal May 2013
Data assimilation in a system with two scales—combining two initialization techniques journal January 2008
An Improved In Situ and Satellite SST Analysis for Climate journal July 2002
Local Geostrophic Wind Correction in the Assimilation of Height Data and its Relationships to the Slow Manifold journal January 1981
The GloSea4 Ensemble Prediction System for Seasonal Forecasting journal June 2011
Decadal Climate Prediction: An Update from the Trenches journal February 2014
Improving and Promoting Subseasonal to Seasonal Prediction journal March 2015
The Climate-System Historical Forecast Project: Providing Open Access to Seasonal Forecast Ensembles from Centers around the Globe journal November 2017
Decadal Climate Variability and Predictability: Challenges and Opportunities journal March 2018
Predicting Near-Term Changes in the Earth System: A Large Ensemble of Initialized Decadal Prediction Simulations Using the Community Earth System Model journal September 2018
Systematic Errors in Weather and Climate Models: Nature, Origins, and Ways Forward journal April 2018
Current and Emerging Developments in Subseasonal to Decadal Prediction journal June 2020
The Transpose-AMIP II Experiment and Its Application to the Understanding of Southern Ocean Cloud Biases in Climate Models journal May 2013
The NCEP Climate Forecast System Version 2 journal March 2014
The Interpretation and Use of Biases in Decadal Climate Predictions journal April 2014
On the Correspondence between Mean Forecast Errors and Climate Errors in CMIP5 Models journal February 2014
Tendency Bias Correction in Coupled and Uncoupled Global Climate Models with a Focus on Impacts over North America journal January 2019
Fast Biases in Monsoon Rainfall over Southern and Central India in the Met Office Unified Model journal August 2019
A Drift-Free Decadal Climate Prediction System for the Community Earth System Model journal September 2019
A Systematic Approach to Assessing the Sources and Global Impacts of Errors in Climate Models journal November 2019
A Hindcast Approach to Diagnosing the Equatorial Pacific Cold Tongue SST Bias in CESM1 journal February 2020
On the Correspondence between Seasonal Forecast Biases and Long-Term Climate Biases in Sea Surface Temperature journal January 2020
The Canadian Seasonal to Interannual Prediction System. Part I: Models and Initialization journal August 2013
Origin and Impact of Initialization Shocks in Coupled Atmosphere–Ocean Forecasts* journal November 2015
Using Analysis Corrections to Address Model Error in Atmospheric Forecasts journal August 2020
Decadal Prediction Skill of BCC-CSM1.1 with Different Initialization Strategies journal January 2019
The Global Precipitation Climatology Project (GPCP) Monthly Analysis (New Version 2.3) and a Review of 2017 Global Precipitation journal April 2018
Weakly Coupled Ocean–Atmosphere Data Assimilation in the ECMWF NWP System journal January 2019
A double ITCZ phenomenology of wind errors in the equatorial Atlantic in seasonal forecasts with ECMWF models journal January 2019
Assessment of a full-field initialized decadal climate prediction system with the CMIP6 version of EC-Earth journal January 2021
The Decadal Climate Prediction Project (DCPP) contribution to CMIP6 journal January 2016