Subseasonal Earth System Prediction with CESM2
Abstract
Abstract Prediction systems to enable Earth system predictability research on the subseasonal time scale have been developed with the Community Earth System Model, version 2 (CESM2) using two configurations that differ in their atmospheric components. One system uses the Community Atmosphere Model, version 6 (CAM6) with its top near 40 km, referred to as CESM2(CAM6). The other employs the Whole Atmosphere Community Climate Model, version 6 (WACCM6) whose top extends to ∼140 km, and it includes fully interactive tropospheric and stratospheric chemistry [CESM2(WACCM6)]. Both systems are utilized to carry out subseasonal reforecasts for the 1999–2020 period following the Subseasonal Experiment’s (SubX) protocol. Subseasonal prediction skill from both systems is compared to those of the National Oceanic and Atmospheric Administration CFSv2 and European Centre for Medium-Range Weather Forecasts (ECMWF) operational models. CESM2(CAM6) and CESM2(WACCM6) show very similar subseasonal prediction skill of 2-m temperature, precipitation, the Madden–Julian oscillation, and North Atlantic Oscillation to its previous version and to the NOAA CFSv2 model. Overall, skill of CESM2(CAM6) and CESM2(WACCM6) is a little lower than that of the ECMWF system. In addition to typical output provided by subseasonal prediction systems, CESM2 reforecasts provide comprehensive datasets for predictability research of multiple Earth system components, includingmore »
- Authors:
-
- a Climate and Global Dynamics Laboratory, National Center for Atmospheric Research, Boulder, Colorado
- b Atmospheric Chemistry Observations and Modeling Laboratory, National Center for Atmospheric Research, Boulder, Colorado
- c Mesoscale and Microscale Meteorology Laboratory, National Center for Atmospheric Research, Boulder, Colorado
- d School of Marine and Atmospheric Sciences, Stony Brook University, State University of New York, Stony Brook, New York
- e High Altitude Observatory, National Center for Atmospheric Research, Boulder, Colorado
- f Colorado State University, Fort Collins, Colorado
- c Mesoscale and Microscale Meteorology Laboratory, National Center for Atmospheric Research, Boulder, Colorado, a Climate and Global Dynamics Laboratory, National Center for Atmospheric Research, Boulder, Colorado
- Publication Date:
- Research Org.:
- University Corporation for Atmospheric Research (UCAR), Boulder, CO (United States)
- Sponsoring Org.:
- USDOE
- OSTI Identifier:
- 1869489
- Alternate Identifier(s):
- OSTI ID: 1922840
- Grant/Contract Number:
- IA1844590; 89243018SSC000007
- Resource Type:
- Published Article
- Journal Name:
- Weather and Forecasting
- Additional Journal Information:
- Journal Name: Weather and Forecasting Journal Volume: 37 Journal Issue: 6; Journal ID: ISSN 0882-8156
- Publisher:
- American Meteorological Society
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES
Citation Formats
Richter, Jadwiga H., Glanville, Anne A., Edwards, James, Kauffman, Brian, Davis, Nicholas A., Jaye, Abigail, Kim, Hyemi, Pedatella, Nicholas M., Sun, Lantao, Berner, Judith, Kim, Who M., Yeager, Stephen G., Danabasoglu, Gokhan, Caron, Julie M., and Oleson, Keith W. Subseasonal Earth System Prediction with CESM2. United States: N. p., 2022.
Web. doi:10.1175/WAF-D-21-0163.1.
Richter, Jadwiga H., Glanville, Anne A., Edwards, James, Kauffman, Brian, Davis, Nicholas A., Jaye, Abigail, Kim, Hyemi, Pedatella, Nicholas M., Sun, Lantao, Berner, Judith, Kim, Who M., Yeager, Stephen G., Danabasoglu, Gokhan, Caron, Julie M., & Oleson, Keith W. Subseasonal Earth System Prediction with CESM2. United States. https://doi.org/10.1175/WAF-D-21-0163.1
Richter, Jadwiga H., Glanville, Anne A., Edwards, James, Kauffman, Brian, Davis, Nicholas A., Jaye, Abigail, Kim, Hyemi, Pedatella, Nicholas M., Sun, Lantao, Berner, Judith, Kim, Who M., Yeager, Stephen G., Danabasoglu, Gokhan, Caron, Julie M., and Oleson, Keith W. Wed .
"Subseasonal Earth System Prediction with CESM2". United States. https://doi.org/10.1175/WAF-D-21-0163.1.
@article{osti_1869489,
title = {Subseasonal Earth System Prediction with CESM2},
author = {Richter, Jadwiga H. and Glanville, Anne A. and Edwards, James and Kauffman, Brian and Davis, Nicholas A. and Jaye, Abigail and Kim, Hyemi and Pedatella, Nicholas M. and Sun, Lantao and Berner, Judith and Kim, Who M. and Yeager, Stephen G. and Danabasoglu, Gokhan and Caron, Julie M. and Oleson, Keith W.},
abstractNote = {Abstract Prediction systems to enable Earth system predictability research on the subseasonal time scale have been developed with the Community Earth System Model, version 2 (CESM2) using two configurations that differ in their atmospheric components. One system uses the Community Atmosphere Model, version 6 (CAM6) with its top near 40 km, referred to as CESM2(CAM6). The other employs the Whole Atmosphere Community Climate Model, version 6 (WACCM6) whose top extends to ∼140 km, and it includes fully interactive tropospheric and stratospheric chemistry [CESM2(WACCM6)]. Both systems are utilized to carry out subseasonal reforecasts for the 1999–2020 period following the Subseasonal Experiment’s (SubX) protocol. Subseasonal prediction skill from both systems is compared to those of the National Oceanic and Atmospheric Administration CFSv2 and European Centre for Medium-Range Weather Forecasts (ECMWF) operational models. CESM2(CAM6) and CESM2(WACCM6) show very similar subseasonal prediction skill of 2-m temperature, precipitation, the Madden–Julian oscillation, and North Atlantic Oscillation to its previous version and to the NOAA CFSv2 model. Overall, skill of CESM2(CAM6) and CESM2(WACCM6) is a little lower than that of the ECMWF system. In addition to typical output provided by subseasonal prediction systems, CESM2 reforecasts provide comprehensive datasets for predictability research of multiple Earth system components, including three-dimensional output for many variables, and output specific to the mesosphere and lower-thermosphere (MLT) region from CESM2(WACCM6). It is shown that sudden stratosphere warming events, and the associated variability in the MLT, can be predicted ∼10 days in advance. Weekly real-time forecasts and reforecasts with CESM2(CAM6) and CESM2(WACCM6) are freely available. Significance Statement We describe here the design and prediction skill of two subseasonal prediction systems based on two configurations of the Community Earth System Model, version 2 (CESM2): CESM2 with the Community Atmosphere Model, version 6 [CESM2(CAM6)] and CESM 2 with Whole Atmosphere Community Climate Model, version 6 [CESM2(WACCM6)] as its atmospheric component. These two systems provide a foundation for community-model based subseasonal prediction research. The CESM2(WACCM6) system provides a novel capability to explore the predictability of the stratosphere, mesosphere, and lower thermosphere. Both CESM2(CAM6) and CESM2(WACCM6) demonstrate subseasonal surface prediction skill comparable to that of the NOAA CFSv2 model, and a little lower than that of the ECMWF forecasting system. CESM2 reforecasts provide a comprehensive dataset for predictability research of multiple aspects of the Earth system, including the whole atmosphere up to 140 km, land, and sea ice. Weekly real-time forecasts, reforecasts, and models are publicly available.},
doi = {10.1175/WAF-D-21-0163.1},
journal = {Weather and Forecasting},
number = 6,
volume = 37,
place = {United States},
year = {Wed Jun 01 00:00:00 EDT 2022},
month = {Wed Jun 01 00:00:00 EDT 2022}
}
https://doi.org/10.1175/WAF-D-21-0163.1
Works referenced in this record:
The Subseasonal to Seasonal (S2S) Prediction Project Database
journal, January 2017
- Vitart, F.; Ardilouze, C.; Bonet, A.
- Bulletin of the American Meteorological Society, Vol. 98, Issue 1
Evaluation of global ocean–sea-ice model simulations based on the experimental protocols of the Ocean Model Intercomparison Project phase 2 (OMIP-2)
journal, January 2020
- Tsujino, Hiroyuki; Urakawa, L. Shogo; Griffies, Stephen M.
- Geoscientific Model Development, Vol. 13, Issue 8
Increasing the Skill of Probabilistic Forecasts: Understanding Performance Improvements from Model-Error Representations
journal, April 2015
- Berner, J.; Fossell, K. R.; Ha, S. -Y.
- Monthly Weather Review, Vol. 143, Issue 4
Subseasonal Prediction with and without a Well-Represented Stratosphere in CESM1
journal, December 2020
- Richter, Jadwiga H.; Pegion, Kathy; Sun, Lantao
- Weather and Forecasting, Vol. 35, Issue 6
The CCSM4 Ocean Component
journal, March 2012
- Danabasoglu, Gokhan; Bates, Susan C.; Briegleb, Bruce P.
- Journal of Climate, Vol. 25, Issue 5
The sub-seasonal to seasonal prediction project (S2S) and the prediction of extreme events
journal, March 2018
- Vitart, Frédéric; Robertson, Andrew W.
- npj Climate and Atmospheric Science, Vol. 1, Issue 1
Influence of the QBO on MJO prediction skill in the subseasonal-to-seasonal prediction models
journal, March 2019
- Lim, Yuna; Son, Seok-Woo; Marshall, Andrew G.
- Climate Dynamics, Vol. 53, Issue 3-4
The ERA5 global reanalysis
journal, June 2020
- Hersbach, Hans; Bell, Bill; Berrisford, Paul
- Quarterly Journal of the Royal Meteorological Society, Vol. 146, Issue 730
A PDF-Based Model for Boundary Layer Clouds. Part I: Method and Model Description
journal, December 2002
- Golaz, Jean-Christophe; Larson, Vincent E.; Cotton, William R.
- Journal of the Atmospheric Sciences, Vol. 59, Issue 24
Prediction of the Madden–Julian oscillation with the POAMA dynamical prediction system
journal, February 2010
- Rashid, Harun A.; Hendon, Harry H.; Wheeler, Matthew C.
- Climate Dynamics, Vol. 36, Issue 3-4
Attribution of NAO Predictive Skill Beyond 2 Weeks in Boreal Winter
journal, November 2020
- Sun, Lantao; Perlwitz, Judith; Richter, Jadwiga H.
- Geophysical Research Letters, Vol. 47, Issue 22
Evaluation of heat wave forecasts seamlessly across subseasonal timescales
journal, October 2018
- Ford, Trent W.; Dirmeyer, Paul A.; Benson, David O.
- npj Climate and Atmospheric Science, Vol. 1, Issue 1
The predictability of the extratropical stratosphere on monthly time-scales and its impact on the skill of tropospheric forecasts: Stratospheric Predictability and Tropospheric Forecasts
journal, October 2014
- Tripathi, Om P.; Baldwin, Mark; Charlton-Perez, Andrew
- Quarterly Journal of the Royal Meteorological Society, Vol. 141, Issue 689
OMIP contribution to CMIP6: experimental and diagnostic
protocol for the physical component of the Ocean Model Intercomparison Project
journal, January 2016
- Griffies, Stephen M.; Danabasoglu, Gokhan; Durack, Paul J.
- Geoscientific Model Development, Vol. 9, Issue 9
Description and Evaluation of the specified-dynamics experiment in the Chemistry-Climate Model Initiative
journal, January 2020
- Orbe, Clara; Plummer, David A.; Waugh, Darryn W.
- Atmospheric Chemistry and Physics, Vol. 20, Issue 6
European Climate Extremes and the North Atlantic Oscillation
journal, January 2008
- Scaife, Adam A.; Folland, Chris K.; Alexander, Lisa V.
- Journal of Climate, Vol. 21, Issue 1
An All-Season Real-Time Multivariate MJO Index: Development of an Index for Monitoring and Prediction
journal, August 2004
- Wheeler, Matthew C.; Hendon, Harry H.
- Monthly Weather Review, Vol. 132, Issue 8
Global precipitation hindcast quality assessment of the Subseasonal to Seasonal (S2S) prediction project models
journal, September 2018
- de Andrade, Felipe M.; Coelho, Caio A. S.; Cavalcanti, Iracema F. A.
- Climate Dynamics, Vol. 52, Issue 9-10
Sensitivity of climate simulations to the parameterization of cumulus convection in the Canadian climate centre general circulation model
journal, September 1995
- Zhang, G. J.; McFarlane, Norman A.
- Atmosphere-Ocean, Vol. 33, Issue 3
Evaluation of the subseasonal forecast skill of surface soil moisture in the S2S database
journal, September 2019
- Zhu, Hanchen; Chen, Haishan; Zhou, Yang
- Atmospheric and Oceanic Science Letters, Vol. 12, Issue 6
A singular vector perspective of 4D-Var: Filtering and interpolation
journal, January 2005
- Johnson, Christine; Hoskins, Brian J.; Nichols, Nancy K.
- Quarterly Journal of the Royal Meteorological Society, Vol. 131, Issue 605
An atmospheric tape recorder: The imprint of tropical tropopause temperatures on stratospheric water vapor
journal, February 1996
- Mote, Philip W.; Rosenlof, Karen H.; McIntyre, Michael E.
- Journal of Geophysical Research: Atmospheres, Vol. 101, Issue D2
A Positive Zonal Wind Feedback on Sudden Stratospheric Warming Development Revealed by CESM2 (WACCM6) Reforecasts
journal, March 2021
- Davis, Nicholas A.; Richter, Jadwiga H.; Edwards, Jim
- Geophysical Research Letters, Vol. 48, Issue 5
Review of Tropical-Extratropical Teleconnections on Intraseasonal Time Scales: The Subseasonal to Seasonal (S2S) Teleconnection Sub-Project
journal, October 2017
- Stan, Cristiana; Straus, David M.; Frederiksen, Jorgen S.
- Reviews of Geophysics, Vol. 55, Issue 4
Level-ice melt ponds in the Los Alamos sea ice model, CICE
journal, November 2013
- Hunke, Elizabeth C.; Hebert, David A.; Lecomte, Olivier
- Ocean Modelling, Vol. 71
A Year‐Round Subseasonal‐to‐Seasonal Sea Ice Prediction Portal
journal, March 2019
- Wayand, N. E.; Bitz, C. M.; Blanchard‐Wrigglesworth, E.
- Geophysical Research Letters, Vol. 46, Issue 6
A new parametrization of turbulent orographic form drag
journal, April 2004
- Beljaars, Anton C. M.; Brown, Andrew R.; Wood, Nigel
- Quarterly Journal of the Royal Meteorological Society, Vol. 130, Issue 599
Insignificant QBO‐MJO Prediction Skill Relationship in the SubX and S2S Subseasonal Reforecasts
journal, December 2019
- Kim, Hyemi; Richter, Jadwiga H.; Martin, Zane
- Journal of Geophysical Research: Atmospheres, Vol. 124, Issue 23
CFSv2 ensemble prediction of the wintertime Arctic Oscillation
journal, July 2013
- Riddle, Emily E.; Butler, Amy H.; Furtado, Jason C.
- Climate Dynamics, Vol. 41, Issue 3-4
Stratospheric initial conditions provide seasonal predictability of the North Atlantic and Arctic Oscillations
journal, March 2019
- Nie, Yu; Scaife, Adam A.; Ren, Hong-Li
- Environmental Research Letters, Vol. 14, Issue 3
The Subseasonal Experiment (SubX): A Multimodel Subseasonal Prediction Experiment
journal, October 2019
- Pegion, Kathy; Kirtman, Ben P.; Becker, Emily
- Bulletin of the American Meteorological Society, Vol. 100, Issue 10
Potential applications of subseasonal-to-seasonal (S2S) predictions: Potential applications of subseasonal-to-seasonal (S2S) predictions
journal, April 2017
- White, Christopher J.; Carlsen, Henrik; Robertson, Andrew W.
- Meteorological Applications, Vol. 24, Issue 3
Upper ocean ecosystem dynamics and iron cycling in a global three-dimensional model: GLOBAL ECOSYSTEM-BIOGEOCHEMICAL MODEL
journal, December 2004
- Moore, J. Keith; Doney, Scott C.; Lindsay, Keith
- Global Biogeochemical Cycles, Vol. 18, Issue 4
Subseasonal Forecast Skill for Weekly Mean Atmospheric Variability Over the Northern Hemisphere in Winter and Its Relationship to Midlatitude Teleconnections
journal, August 2020
- Yamagami, Akio; Matsueda, Mio
- Geophysical Research Letters, Vol. 47, Issue 17
The ERA-Interim reanalysis: configuration and performance of the data assimilation system
journal, April 2011
- Dee, D. P.; Uppala, S. M.; Simmons, A. J.
- Quarterly Journal of the Royal Meteorological Society, Vol. 137, Issue 656
Analysis and Hindcast Experiments of the 2009 Sudden Stratospheric Warming in WACCMX+DART
journal, April 2018
- Pedatella, N. M.; Liu, H. -L.; Marsh, D. R.
- Journal of Geophysical Research: Space Physics, Vol. 123, Issue 4
Quantifying the role of fire in the Earth system – Part 1: Improved global fire modeling in the Community Earth System Model (CESM1)
journal, January 2013
- Li, F.; Levis, S.; Ward, D. S.
- Biogeosciences, Vol. 10, Issue 4
First forecast of a sudden stratospheric warming with a coupled whole-atmosphere/ionosphere model IDEA
journal, March 2014
- Wang, H.; Akmaev, R. A.; Fang, T. -W.
- Journal of Geophysical Research: Space Physics, Vol. 119, Issue 3
Flow-dependent versus flow-independent initial perturbations for ensemble prediction
journal, January 2009
- Magnusson, Linus; Nycander, Jonas; Källén, Erland
- Tellus A: Dynamic Meteorology and Oceanography, Vol. 61, Issue 2
Ensemble forecasting
journal, March 2008
- Leutbecher, M.; Palmer, T. N.
- Journal of Computational Physics, Vol. 227, Issue 7
JRA-55 based surface dataset for driving ocean–sea-ice models (JRA55-do)
journal, October 2018
- Tsujino, Hiroyuki; Urakawa, Shogo; Nakano, Hideyuki
- Ocean Modelling, Vol. 130
How Sudden Stratospheric Warming Affects the Whole Atmosphere
journal, March 2018
- Pedatella, N.; Chau, J.; Schmidt, H.
- Eos, Vol. 99
Subseasonal Forecast Skill of Snow Water Equivalent and Its Link with Temperature in Selected SubX Models
journal, February 2020
- Diro, G. T.; Lin, H.
- Weather and Forecasting, Vol. 35, Issue 1
Stratospheric drivers of extreme events at the Earth’s surface
journal, December 2020
- Domeisen, Daniela I. V.; Butler, Amy H.
- Communications Earth & Environment, Vol. 1, Issue 1
The Impact of Changing Meteorological Variables to Be Assimilated into GCM on Ozone Simulation with MRI CTM
journal, January 2005
- Miyazaki, Kazuyuki; Iwasaki, Toshiki; Shibata, Kiyotaka
- Journal of the Meteorological Society of Japan. Ser. II, Vol. 83, Issue 5
Description and evaluation of a new four-mode version of the Modal Aerosol Module (MAM4) within version 5.3 of the Community Atmosphere Model
journal, January 2016
- Liu, X.; Ma, P. -L.; Wang, H.
- Geoscientific Model Development, Vol. 9, Issue 2
Development and Validation of the Whole Atmosphere Community Climate Model With Thermosphere and Ionosphere Extension (WACCM‐X 2.0)
journal, February 2018
- Liu, Han‐Li; Bardeen, Charles G.; Foster, Benjamin T.
- Journal of Advances in Modeling Earth Systems, Vol. 10, Issue 2
Bright Prospects for Arctic Sea Ice Prediction on Subseasonal Time Scales
journal, September 2018
- Zampieri, Lorenzo; Goessling, Helge F.; Jung, Thomas
- Geophysical Research Letters, Vol. 45, Issue 18
Sudden Stratospheric Warmings
journal, January 2021
- Baldwin, Mark P.; Ayarzagüena, Blanca; Birner, Thomas
- Reviews of Geophysics, Vol. 59, Issue 1
The parametrization of drag induced by stratified flow over anisotropic orography
journal, July 2000
- Scinocca, J. F.; McFarlane, N. A.
- Quarterly Journal of the Royal Meteorological Society, Vol. 126, Issue 568
Subseasonal variability and predictability of the Arctic Oscillation/North Atlantic Oscillation in BCC_AGCM2.2
journal, September 2016
- Zuo, Jinqing; Ren, Hong-Li; Wu, Jie
- Dynamics of Atmospheres and Oceans, Vol. 75
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
- Yeager, S. G.; Danabasoglu, G.; Rosenbloom, N. A.
- Bulletin of the American Meteorological Society, Vol. 99, Issue 9
Climate Model State Estimation Using Variants of EnKF Coupled Data Assimilation
journal, May 2020
- Sandery, Paul A.; O’Kane, Terence J.; Kitsios, Vassili
- Monthly Weather Review, Vol. 148, Issue 6
Toward a Physically Based Gravity Wave Source Parameterization in a General Circulation Model
journal, January 2010
- Richter, Jadwiga H.; Sassi, Fabrizio; Garcia, Rolando R.
- Journal of the Atmospheric Sciences, Vol. 67, Issue 1
Skillful long-range prediction of European and North American winters: Scaife et al.: Predictability of the NAO
journal, April 2014
- Scaife, A. A.; Arribas, A.; Blockley, E.
- Geophysical Research Letters, Vol. 41, Issue 7
Description and evaluation of the Community Ice Sheet Model (CISM) v2.1
journal, January 2019
- Lipscomb, William H.; Price, Stephen F.; Hoffman, Matthew J.
- Geoscientific Model Development, Vol. 12, Issue 1
Prediction of the Madden–Julian Oscillation: A Review
journal, December 2018
- Kim, Hyemi; Vitart, Frédéric; Waliser, Duane E.
- Journal of Climate, Vol. 31, Issue 23
Advanced Two-Moment Bulk Microphysics for Global Models. Part I: Off-Line Tests and Comparison with Other Schemes
journal, February 2015
- Gettelman, A.; Morrison, H.
- Journal of Climate, Vol. 28, Issue 3
Decadal Trends in the North Atlantic Oscillation: Regional Temperatures and Precipitation
journal, August 1995
- Hurrell, J. W.
- Science, Vol. 269, Issue 5224
Week 3–4 predictability over the United States assessed from two operational ensemble prediction systems
journal, October 2018
- Wang, Lei; Robertson, Andrew W.
- Climate Dynamics, Vol. 52, Issue 9-10
A sudden stratospheric warming compendium
journal, January 2017
- Butler, Amy H.; Sjoberg, Jeremiah P.; Seidel, Dian J.
- Earth System Science Data, Vol. 9, Issue 1
Role of Fire in the Global Land Water Budget during the Twentieth Century due to Changing Ecosystems
journal, March 2017
- Li, Fang; Lawrence, David M.
- Journal of Climate, Vol. 30, Issue 6
Global analyses of sea surface temperature, sea ice, and night marine air temperature since the late nineteenth century
journal, January 2003
- Rayner, N. A.
- Journal of Geophysical Research, Vol. 108, Issue D14
The Whole Atmosphere Community Climate Model Version 6 (WACCM6)
journal, December 2019
- Gettelman, A.; Mills, M. J.; Kinnison, D. E.
- Journal of Geophysical Research: Atmospheres, Vol. 124, Issue 23
The Community Earth System Model Version 2 (CESM2)
journal, February 2020
- Danabasoglu, G.; Lamarque, J. ‐F.; Bacmeister, J.
- Journal of Advances in Modeling Earth Systems, Vol. 12, Issue 2
The Modern-Era Retrospective Analysis for Research and Applications, Version 2 (MERRA-2)
journal, July 2017
- Gelaro, Ronald; McCarty, Will; Suárez, Max J.
- Journal of Climate, Vol. 30, Issue 14
MJO Prediction Skill of the Subseasonal-to-Seasonal Prediction Models
journal, May 2018
- Lim, Yuna; Son, Seok-Woo; Kim, Daehyun
- Journal of Climate, Vol. 31, Issue 10
The Community Land Model Version 5: Description of New Features, Benchmarking, and Impact of Forcing Uncertainty
journal, December 2019
- Lawrence, David M.; Fisher, Rosie A.; Koven, Charles D.
- Journal of Advances in Modeling Earth Systems, Vol. 11, Issue 12
Windows of Opportunity for Skillful Forecasts Subseasonal to Seasonal and Beyond
journal, May 2020
- Mariotti, Annarita; Baggett, Cory; Barnes, Elizabeth A.
- Bulletin of the American Meteorological Society, Vol. 101, Issue 5
Initialized Earth System prediction from subseasonal to decadal timescales
journal, April 2021
- Meehl, Gerald A.; Richter, Jadwiga H.; Teng, Haiyan
- Nature Reviews Earth & Environment, Vol. 2, Issue 5
Stratospheric Harbingers of Anomalous Weather Regimes
journal, October 2001
- Baldwin, M. P.
- Science, Vol. 294, Issue 5542
The NCEP Climate Forecast System Version 2
journal, March 2014
- Saha, Suranjana; Moorthi, Shrinivas; Wu, Xingren
- Journal of Climate, Vol. 27, Issue 6
CLMcrop yields and water requirements: avoided impacts by choosing RCP 4.5 over 8.5
journal, March 2016
- Levis, Samuel; Badger, Andrew; Drewniak, Beth
- Climatic Change, Vol. 146, Issue 3-4
Predictability and Prediction Skill of the MJO in Two Operational Forecasting Systems
journal, July 2014
- Kim, Hye-Mi; Webster, Peter J.; Toma, Violeta E.
- Journal of Climate, Vol. 27, Issue 14
Stochastic representations of model uncertainties at ECMWF: state of the art and future vision
journal, July 2017
- Leutbecher, Martin; Lock, Sarah‐Jane; Ollinaho, Pirkka
- Quarterly Journal of the Royal Meteorological Society, Vol. 143, Issue 707
A climatology of elevated stratopause events in the whole atmosphere community climate model: WACCM ELEVATED STRATOPAUSE CLIMATOLOGY
journal, February 2013
- Chandran, A.; Collins, R. L.; Garcia, R. R.
- Journal of Geophysical Research: Atmospheres, Vol. 118, Issue 3