Title: Incorporating the Effect of Large‐Scale Vertical Motion on Convection Through Convective Mass Flux Adjustment in E3SMv2

Journal Article · · Journal of Advances in Modeling Earth Systems

Abstract Recent observational studies suggest that the large‐scale dynamical forcing (vertical motion) plays important roles in deep convection development. In this study we propose a convective mass flux adjustment (MAdj) approach to represent the dynamical effects of large‐scale vertical motion on convection in the Department of Energy's Energy Exascale Earth System Model version 2 (E3SMv2). With MAdj, convection is enhanced (suppressed) when there is large‐scale ascending (descending) motion at the planetary boundary layer top. The coupling of convection with large‐scale circulation significantly improves the simulation of climate variability in E3SMv2 across multiple scales from the diurnal cycle, convectively coupled equatorial waves, to the Madden‐Julian Oscillation (MJO). The standard E3SMv2 tends to simulate overly weak diurnal amplitude of precipitation and overly weak variance of convectively coupled equatorial Kelvin and westward inertio‐gravity (WIG) waves. It also fails to simulate the essential characteristics of the MJO: continuous eastward propagation. With MAdj, the amplitude of diurnal cycle of precipitation is systematically increased and its probability density distribution is much closer to observations. The MAdj can also simulate more realistic eastward propagation of the MJO and much stronger convectively coupled Kelvin and WIG waves. Moreover, the MAdj approach slightly improves the climatology simulations in precipitation, cloud, radiation, circulation, temperature, and moisture fields, with overall root‐mean‐square error (RMSE) of major climatological fields reduced by about 2%. The MAdj approach suppresses excessive grid‐scale precipitation, reducing precipitation wet biases over South China Sea, Philippine Sea, Himalayas, and South Pacific Convergence Zone in western Pacific in summer.

Research Organization:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States); Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Organization:
USDOE; USDOE National Nuclear Security Administration (NNSA); USDOE Office of Science (SC), Advanced Scientific Computing Research (ASCR); USDOE Office of Science (SC), Basic Energy Sciences (BES). Scientific User Facilities (SUF); USDOE Office of Science (SC), Biological and Environmental Research (BER)
Grant/Contract Number:
AC02-05CH11231; AC05-76RL01830; AC06-76RL01830; AC52-07NA27344; SC0022064; SC0023069
OSTI ID:
2202338
Report Number(s):
LLNL-JRNL-857469; PNNL-SA-188237; e2022MS003553
Journal Information:
Journal of Advances in Modeling Earth Systems, Journal Name: Journal of Advances in Modeling Earth Systems Journal Issue: 10 Vol. 15; ISSN 1942-2466
Publisher:
American Geophysical Union (AGU)Copyright Statement
Country of Publication:
United States
Language:
English

References (64)

Impacts of the triggering function of cumulus parameterization on warm-season diurnal rainfall cycles at the Atmospheric Radiation Measurement Southern Great Plains site: CONVECTIVE TRIGGER ON SGP NOCTURNAL RAIN journal October 2015
The DOE E3SM Model Version 2: Overview of the physical model preprint April 2022
Relationships between the large-scale atmosphere and the small-scale convective state for Darwin, Australia: RELATIONSHIPS BETWEEN SCALES AT DARWIN journal October 2013
The effect of time steps and time-scales on parametrization suites journal August 2012
The ERA5 global reanalysis journal June 2020
Understanding the relationship of storm‐ to large‐scale environment in the monsoon trough region: results inferred from long‐term radar and reanalysis datasets
  • Jha, Abhishek Kumar; Das, Subrata Kumar; Deshpande, Sachin M.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 148, Issue 742 https://doi.org/10.1002/qj.4194
journal November 2021
Conditional symmetric instability - a possible explanation for frontal rainbands journal October 1979
The ERA-Interim reanalysis: configuration and performance of the data assimilation system journal April 2011
Impact of the convection triggering function on single-column model simulations journal June 2000
Convective quasi-equilibrium in midlatitude continental environment and its effect on convective parameterization journal January 2002
Roles of tropospheric and boundary layer forcing in the diurnal cycle of convection in the U.S. southern great plains: TROPOSPHERIC AND BOUNDARY LAYER FORCING journal December 2003
Underestimated tropical stratiform precipitation in the National Center for Atmospheric Research (NCAR) Community Climate Model (CCM3) journal January 2004
Impact of a revised convective triggering mechanism on Community Atmosphere Model, Version 2, simulations: Results from short-range weather forecasts journal January 2004
Convectively coupled equatorial waves journal January 2009
Interaction of deep and shallow convection is key to Madden-Julian Oscillation simulation journal January 2009
The GCM-Oriented CALIPSO Cloud Product (CALIPSO-GOCCP) journal January 2010
Parameterizing Convective Organization to Escape the Entrainment Dilemma: PARAMETERIZING CONVECTIVE ORGANIZATION journal February 2011
Role of Troposphere-Convection-Land Coupling in the Southwestern Amazon Precipitation Bias of the Community Earth System Model Version 1 (CESM1) journal August 2018
Understanding Cloud and Convective Characteristics in Version 1 of the E3SM Atmosphere Model journal October 2018
The Relationship of Cloud Number and Size With Their Large‐Scale Environment in Deep Tropical Convection journal August 2019
Fifty Years of Research on the Madden‐Julian Oscillation: Recent Progress, Challenges, and Perspectives journal August 2020
An Overview of the Atmospheric Component of the Energy Exascale Earth System Model journal August 2019
Improved Diurnal Cycle of Precipitation in E3SM With a Revised Convective Triggering Function journal July 2019
Effects of Organized Convection Parameterization on the MJO and Precipitation in E3SMv1. Part I: Mesoscale Heating journal June 2021
Identifying Relations Between Deep Convection and the Large‐Scale Atmosphere Using Explainable Artificial Intelligence journal January 2022
Sensitivity of climate simulations to the parameterization of cumulus convection in the Canadian climate centre general circulation model journal September 1995
Convectively coupled gravity and moisture modes in a simple atmospheric model journal January 2007
The Environment of Warm-Season Elevated Thunderstorms Associated with Heavy Rainfall over the Central United States journal October 2003
Local Versus Nonlocal Boundary-Layer Diffusion in a Global Climate Model journal October 1993
A Cumulus Parameterization Including Mass Fluxes, Convective Vertical Velocities, and Mesoscale Effects: Thermodynamic and Hydrological Aspects in a General Circulation Model journal August 2001
Further Studies of the Parameterization of the Influence of Cumulus Convection on Large-Scale Flow journal July 1974
Dynamics and Cloud Microphysies of the Rainbands in an Occluded Frontal System1 journal October 1976
The Mesoscale and Microscale Structure and Organization of Clouds and Precipitation in Midlatitude Cyclones. II: Warm-Frontal Clouds journal March 1980
Inertial Instability and Mesoscale Convective Systems. part II. Symmetric CISK in a Baroclinic Flow journal May 1982
A One-Dimensional Entraining/Detraining Plume Model and Its Application in Convective Parameterization journal December 1990
A PDF-Based Model for Boundary Layer Clouds. Part I: Method and Model Description journal December 2002
A New Global Water Vapor Dataset journal June 1996
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
MJO Simulation Diagnostics journal June 2009
COSP: Satellite simulation software for model assessment journal August 2011
A Systematic Relationship between Intraseasonal Variability and Mean State Bias in AGCM Simulations journal November 2011
Vertical Velocity Profiles in Convectively Coupled Equatorial Waves and MJO: New Diagnoses of Vertical Velocity Profiles in the Wavenumber–Frequency Domain journal May 2020
MJO and Convectively Coupled Equatorial Waves Simulated by CMIP5 Climate Models journal September 2013
Advanced Two-Moment Bulk Microphysics for Global Models. Part II: Global Model Solutions and Aerosol–Cloud Interactions journal February 2015
A Systematic Relationship between the Representations of Convectively Coupled Equatorial Wave Activity and the Madden–Julian Oscillation in Climate Model Simulations journal March 2015
An Explanation for the Sensitivity of the Mean State of the Community Atmosphere Model to Horizontal Resolution on Aquaplanets journal July 2017
The TRMM Multisatellite Precipitation Analysis (TMPA): Quasi-Global, Multiyear, Combined-Sensor Precipitation Estimates at Fine Scales journal February 2007
An Analysis of the Warm-Season Diurnal Cycle over the Continental United States and Northern Mexico in General Circulation Models journal June 2007
A Convection Parameterization for Low-CAPE Environments journal December 2020
Revision of Convection and Vertical Diffusion Schemes in the NCEP Global Forecast System journal August 2011
Cloud-to-Ground Lightning Production in Strongly Forced, Low-Instability Convective Lines Associated with Damaging Wind journal August 2005
On the Atmospheric Regulation of the Growth of Moderate to Deep Cumulonimbus in a Tropical Environment journal March 2014
Convective Couplings with Equatorial Rossby Waves and Equatorial Kelvin Waves. Part I: Coupled Wave Structures journal January 2022
Vertical Moist Thermodynamic Structure and Spatial–Temporal Evolution of the MJO in AIRS Observations journal October 2006
MJO Propagation Shaped by Zonal Asymmetric Structures: Results from 24 GCM Simulations journal September 2017
Dynamics-oriented diagnostics for the Madden-Julian Oscillation journal January 2018
Surface Irradiances of Edition 4.0 Clouds and the Earth’s Radiant Energy System (CERES) Energy Balanced and Filled (EBAF) Data Product journal June 2018
Understanding the Roles of Convective Trigger Functions in the Diurnal Cycle of Precipitation in the NCAR CAM5 journal May 2021
Simulation of the Madden–Julian Oscillation in the NCAR CCM3 Using a Revised Zhang–McFarlane Convection Parameterization Scheme journal October 2005
The simulation of the diurnal cycle of convective precipitation over land in a global model journal October 2004
Suppressing Grid-Point Storms in a Numerical Forecasting Model journal September 2021
The Global Precipitation Climatology Project (GPCP) Monthly Analysis (New Version 2.3) and a Review of 2017 Global Precipitation journal April 2018
Empirical values and assumptions in the convection schemes of numerical models journal May 2022
The E3SM Diagnostics Package (E3SM Diags v2.6): A Python-based Diagnostics Package for Earth System Models Evaluation journal April 2022