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Title: Vertical structure and physical processes of the Madden-Julian oscillation: Linking hindcast fidelity to simulated diabatic heating and moistening

Journal Article · · Journal of Geophysical Research: Atmospheres
DOI:https://doi.org/10.1002/2014JD022374· OSTI ID:1410067
ORCiD logo [1];  [1];  [2];  [2];  [3];  [3];  [4];  [5];  [6];  [7];  [8];  [9];  [10];  [11];  [12];  [13];  [14];  [15];  [16];  [17] more »;  [3];  [16] « less
  1. Univ. of Reading, Reading (United Kingdom)
  2. Univ. of California, Los Angeles, CA (United States); Jet Propulsion Lab., Pasadena, CA (United States)
  3. UK Met Office, Exeter (United Kingdom)
  4. Swedish Meteorological and Hydrological Institute, Norrkoping (Sweden)
  5. National Center for Atmospheric Research, Boulder, CO (United States)
  6. Univ. of Washington, Seattle, WA (United States)
  7. Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)
  8. Canadian Centre for Climate Modelling and Analysis, Environment Canada, Victoria, BC (Canada)
  9. Japan Agency for Marine-Earth Science and Technology, Yokosuka (Japan); Tokyo Univ., Tokyo (Japan)
  10. Univ. of California, Irvine, CA (United States)
  11. Naval Research Lab., Monterey, CA (United States)
  12. CNRM-GAME, Toulouse (France)
  13. Meteorological Research Institute, Tsukuba (Japan)
  14. European Centre for Medium-Range Weather Forecasts, Reading (United Kingdom)
  15. NASA Goddard Space Flight Center (GSFC), Greenbelt, MD (United States)
  16. Scripps Institution of Oceanography, La Jolla, CA (United States)
  17. Univ. of Miami, Coral Gables, FL (United States)

Here, many theories for the Madden-Julian oscillation (MJO) focus on diabatic processes, particularly the evolution of vertical heating and moistening. Poor MJO performance in weather and climate models is often blamed on biases in these processes and their interactions with the large-scale circulation. We introduce one of the three components of a model evaluation project, which aims to connect MJO fidelity in models to their representations of several physical processes, focusing on diabatic heating and moistening. This component consists of 20 day hindcasts, initialized daily during two MJO events in winter 2009–2010. The 13 models exhibit a range of skill: several have accurate forecasts to 20 days lead, while others perform similarly to statistical models (8–11 days). Models that maintain the observed MJO amplitude accurately predict propagation, but not vice versa. We find no link between hindcast fidelity and the precipitation-moisture relationship, in contrast to other recent studies. There is also no relationship between models' performance and the evolution of their diabatic heating profiles with rain rate. A more robust association emerges between models' fidelity and net moistening: the highest-skill models show a clear transition from low-level moistening for light rainfall to midlevel moistening at moderate rainfall and upper level moistening for heavy rainfall. The midlevel moistening, arising from both dynamics and physics, may be most important. Accurately representing many processes may be necessary but not sufficient for capturing the MJO, which suggests that models fail to predict the MJO for a broad range of reasons and limits the possibility of finding a panacea.

Research Organization:
Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)
Sponsoring Organization:
USDOE
Grant/Contract Number:
AC52-07NA27344
OSTI ID:
1410067
Report Number(s):
LLNL-JRNL-741126
Journal Information:
Journal of Geophysical Research: Atmospheres, Vol. 120, Issue 10; ISSN 2169-897X
Publisher:
American Geophysical UnionCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 46 works
Citation information provided by
Web of Science

References (94)

A Cumulus Parameterization with State-Dependent Entrainment Rate. Part I: Description and Sensitivity to Temperature and Humidity Profiles journal July 2010
Regional Heat Sources and the Active and Break Phases of Boreal Summer Intraseasonal (30–50 Day) Variability* journal August 2005
Coarse-Resolution Models Only Partly Cloudy journal May 2008
A New Two-Moment Bulk Stratiform Cloud Microphysics Scheme in the Community Atmosphere Model, Version 3 (CAM3). Part I: Description and Numerical Tests journal August 2008
The Met Office Unified Model Global Atmosphere 3.0/3.1 and JULES Global Land 3.0/3.1 configurations journal January 2011
Application of MJO Simulation Diagnostics to Climate Models journal December 2009
Vertical structure and physical processes of the Madden-Julian Oscillation: Biases and uncertainties at short range: PHYSICAL PROCESSES OF MJO journal May 2015
Restricting 32-128 km horizontal scales hardly affects the MJO in the Superparameterized Community Atmosphere Model v.3.0 but the number of cloud-resolving grid columns constrains vertical mixing journal August 2014
Observations of the 40–50-Day Tropical Oscillation—A Review journal May 1994
An All-Season Real-Time Multivariate MJO Index: Development of an Index for Monitoring and Prediction journal August 2004
The Role of Convective Moistening in the Madden–Julian Oscillation journal November 2009
The role of tilted heating in the evolution of the MJO: Tilted Heating MJO paper journal March 2014
Global versus Local MJO Forecast Skill of the ECMWF Model during DYNAMO journal June 2014
Tropical Intraseasonal Oscillations in a Simple Nonlinear Model journal September 1993
Impact of the North Atlantic Oscillation on the forecast skill of the Madden-Julian Oscillation: IMPACT OF NAO ON MJO FORECAST journal January 2011
Evaluation of MJO Forecast Skill from Several Statistical and Dynamical Forecast Models journal May 2009
Arctic sea ice and the Madden–Julian Oscillation (MJO) journal January 2014
Simplified metrics for the identification of the Madden-Julian oscillation in models journal April 2012
Tropical Intraseasonal Variability in 14 IPCC AR4 Climate Models. Part I: Convective Signals journal June 2006
The Dependence on Convection Parameterization of the Tropical Intraseasonal Oscillation Simulated by the UIUC 11-Layer Atmospheric GCM journal May 1999
The Madden–Julian Oscillation Simulated in the NCEP Climate Forecast System Model: The Importance of Stratiform Heating journal September 2010
Simulation of the Madden- Julian Oscillation and its teleconnections in the ECMWF forecast system journal April 2010
Climate Model Forecast Experiments for TOGA COARE journal March 2008
Eastward propagating MJO during boreal summer and Indian monsoon droughts journal April 2008
On the Correspondence between Short- and Long-Time-Scale Systematic Errors in CAM4/CAM5 for the Year of Tropical Convection journal November 2012
A New Global Climate Model of the Meteorological Research Institute: MRI-CGCM3 ^|^mdash;Model Description and Basic Performance^|^mdash; journal January 2012
The MJO Transition from Shallow to Deep Convection in CloudSat /CALIPSO Data and GISS GCM Simulations journal June 2012
Heating in the tropical atmosphere: what level of detail is critical for accurate MJO simulations in GCMs? journal March 2012
Process-Oriented Diagnosis of East Pacific Warm Pool Intraseasonal Variability journal August 2014
Interaction between the MJO and Polar Circulations journal June 2013
Configuration and assessment of the GISS ModelE2 contributions to the CMIP5 archive: GISS MODEL-E2 CMIP5 SIMULATIONS journal March 2014
The Madden–Julian Oscillation in CCSM4 journal December 2011
Evolution of ECMWF sub-seasonal forecast skill scores: Evolution of the ECMWF Sub-Seasonal Forecast Skill journal January 2014
MJO Initiation in the Real-Time Multivariate MJO Index journal February 2013
Predictability of the Madden–Julian Oscillation in the Intraseasonal Variability Hindcast Experiment (ISVHE) journal June 2014
Impacts of the Madden–Julian Oscillation on Australian Rainfall and Circulation journal March 2009
Vertical structure and physical processes of the Madden-Julian oscillation: Synthesis and summary: MJO PHYSICAL PROCESSES: SYNTHESIS journal May 2015
Impacts of Shallow Convection on MJO Simulation: A Moist Static Energy and Moisture Budget Analysis journal April 2013
Subseasonal-to-interdecadal variability of the Australian monsoon over North Queensland
  • Robertson, Andrew W.; Kirshner, Sergey; Smyth, Padhraic
  • Quarterly Journal of the Royal Meteorological Society, Vol. 132, Issue 615 https://doi.org/10.1256/qj.05.75
journal January 2006
Structural Evolution in Heating Profiles of the MJO in Global Reanalyses and TRMM Retrievals journal February 2011
Improved Climate Simulation by MIROC5: Mean States, Variability, and Climate Sensitivity journal December 2010
Improved Madden–Julian Oscillations with Improved Physics: The Impact of Modified Convection Parameterizations journal February 2012
Predictability and the relationship between subseasonal and interannual variability during the Asian summer monsoon journal July 2000
Vertical Diabatic Heating Structure of the MJO: Intercomparison between Recent Reanalyses and TRMM Estimates journal October 2011
Modelling convective processes during the suppressed phase of a Madden-Julian oscillation: Comparing single-column models with cloud-resolving models: Convective Processes in MJO Suppressed Phase
  • Woolnough, S. J.; Blossey, P. N.; Xu, K. -M.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 136, Issue 647 https://doi.org/10.1002/qj.568
journal January 2010
The TRMM Multisatellite Precipitation Analysis (TMPA): Quasi-Global, Multiyear, Combined-Sensor Precipitation Estimates at Fine Scales journal February 2007
The Tropical Subseasonal Variability Simulated in the NASA GISS General Circulation Model journal July 2012
Observational Evidence for the Mutual Regulation of the Tropical Hydrological Cycle and Tropical Sea Surface Temperatures journal June 2004
A Framework for Assessing Operational Madden–Julian Oscillation Forecasts: A CLIVAR MJO Working Group Project journal September 2010
Prediction of the Madden–Julian oscillation with the POAMA dynamical prediction system journal February 2010
Madden–Julian Oscillation prediction skill of a new-generation global model demonstrated using a supercomputer journal May 2014
Intraseasonal oscillations in 15 atmospheric general circulation models: results from an AMIP diagnostic subproject journal April 1996
A Madden-Julian Oscillation Event Realistically Simulated by a Global Cloud-Resolving Model journal December 2007
Using a case-study approach to improve the Madden-Julian oscillation in the Hadley Centre model: Improving the MJO in HadGEM3 journal February 2014
The skill of atmospheric linear inverse models in hindcasting the Madden–Julian Oscillation journal May 2014
Characteristics of the tropical intraseasonal oscillation in the NCAR community climate model journal October 1991
Microphysics parameterization for convective clouds in a global climate model: Description and single-column model tests journal January 2011
Low-Frequency Oscillations in Radiative-Convective Systems journal April 1994
Impacts of cumulus momentum transport on MJO simulation journal September 2009
Propagating versus Nonpropagating Madden–Julian Oscillation Events journal January 2014
Coupled versus uncoupled hindcast simulations of the Madden-Julian Oscillation in the Year of Tropical Convection journal August 2014
A Composite Study of Onset of the Australian Summer Monsoon journal September 1990
The Canadian Seasonal to Interannual Prediction System. Part I: Models and Initialization journal August 2013
Impact of MJO on the intraseasonal variation of summer monsoon rainfall over India journal August 2009
Critical Roles of the Stratiform Rainfall in Sustaining the Madden–Julian Oscillation: GCM Experiments journal July 2009
Vertical structure and physical processes of the Madden-Julian oscillation: Exploring key model physics in climate simulations: KEY PHYSICS IN MODELING THE MJO journal May 2015
The Weak Temperature Gradient Approximation and Balanced Tropical Moisture Waves* journal December 2001
A fast radiation parameterization for atmospheric circulation models journal January 1987
The Canadian Fourth Generation Atmospheric Global Climate Model (CanAM4). Part I: Representation of Physical Processes journal February 2013
Process-Oriented MJO Simulation Diagnostic: Moisture Sensitivity of Simulated Convection journal July 2014
The Tropical Rainfall Measuring Mission (TRMM) Sensor Package journal June 1998
On the Correspondence between Mean Forecast Errors and Climate Errors in CMIP5 Models journal February 2014
Coupled model simulations of boreal summer intraseasonal (30–50 day) variability, Part 1: Systematic errors and caution on use of metrics journal February 2008
Evaluation of the Simulated Interannual and Subseasonal Variability in an AMIP-Style Simulation Using the CSU Multiscale Modeling Framework journal February 2008
Nonhydrostatic icosahedral atmospheric model (NICAM) for global cloud resolving simulations journal March 2008
Statistical-dynamical prediction of the Madden-Julian oscillation using NCEP Climate Forecast System (CFS) journal November 2009
Cloudiness Fluctuations Associated with the Northern Hemisphere Summer Monsoon [北半球夏季モンスーン時における雲量変動の解析] journal January 1979
EC-Earth V2.2: description and validation of a new seamless earth system prediction model journal December 2011
The Navy Global Environmental Model journal September 2014
Origin of Low-Frequency (Intraseasonal) Oscillations in the Tropical Atmosphere. Part I: Basic Theory journal March 1987
Monthly Forecast of the Madden–Julian Oscillation Using a Coupled GCM journal July 2007
MJO and Convectively Coupled Equatorial Waves Simulated by CMIP5 Climate Models journal September 2013
Assessment of MJO Predictability for Boreal Winter with Various Statistical and Dynamical Models journal May 2010
The “Year” of Tropical Convection (May 2008–April 2010): Climate Variability and Weather Highlights journal August 2012
Organization of tropical convection in a GCM with varying vertical resolution; implications for the simulation of the Madden-Julian Oscillation journal July 2001
Evaluation of Microphysics Parameterization for Convective Clouds in the NCAR Community Atmosphere Model CAM5 journal December 2012
Convective Inhibition, Subgrid-Scale Triggering Energy, and Stratiform Instability in a Toy Tropical Wave Model journal May 2000
Monsoon and Enso: Selectively Interactive Systems journal July 1992
Metrics and Diagnostics for Precipitation-Related Processes in Climate Model Short-Range Hindcasts journal March 2013
Dynamics of the Coupled Moist Kelvin–Rossby Wave on an Equatorial β -Plane journal February 1990
The Gill Model and the Weak Temperature Gradient Approximation journal January 2003
Intraseasonal Convective Moistening in CMIP3 Models journal April 2012
Multiscale Convective Organization and the YOTC Virtual Global Field Campaign journal August 2012
The CNRM-CM5.1 global climate model: description and basic evaluation journal January 2012

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Roles of deep and shallow convection and microphysics in the MJO simulated by the Model for Prediction Across Scales: DEEP AND SHALLOW CONVECTION IN THE MJO journal September 2016
MJO simulation in CMIP5 climate models: MJO skill metrics and process-oriented diagnosis journal March 2017
Validity of parameter optimization in improving MJO simulation and prediction using the sub-seasonal to seasonal forecast model of Beijing Climate Center journal July 2018
Prediction and predictability of tropical intraseasonal convection: seasonal dependence and the Maritime Continent prediction barrier journal October 2018
Contemporary GCM Fidelity in Representing the Diurnal Cycle of Precipitation Over the Maritime Continent journal January 2019
MJO Propagation Processes and Mean Biases in the SubX and S2S Reforecasts journal August 2019
Climate SPHINX: evaluating the impact of resolution and stochastic physics parameterisations in the EC-Earth global climate model journal January 2017