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

Title: Impact of a New Cloud Microphysics Parameterization on the Simulations of Mesoscale Convective Systems in E3SM

Journal Article · · Journal of Advances in Modeling Earth Systems

Abstract Mesoscale convective systems (MCSs) are one of the most climatically significant forms of convection because of their large role in water and energy cycles. The mesoscale features associated with MCS are difficult to represent in climate models because the relevant dynamics and physics are absent or poorly represented with coarse model resolution (∼100 km). Using a regionally refined model (RRM) with 0.25° grid spacing embedded in the Energy Exascale Earth System Model (E3SM), we explore the impact of cloud microphysics parameterizations on the simulation of precipitation, particularly MCS precipitation over the contiguous United States. The Predicted Particle Properties (P3) cloud microphysics scheme has been modified and implemented into E3SM to overcome the limitations of the default Morrison and Gettelman (MG2) scheme in which rimed precipitating ice particles (graupel/hail) are absent and frozen particles are artificially partitioned into cloud ice and snow. We show that P3 improves the simulation of precipitation statistics including frequency distribution compared with MG2 with a limited effect on the diurnal cycle. P3 predicts higher hourly rain rates, resulting in 20% more MCSs and a higher total MCS precipitation (4.4%) compared to MG2, agreeing better with observations. The improvements with P3 mainly result from improved representations of ice microphysics, which not only produces higher rain rates through melting but also leads to a stronger large‐scale ascending motion by releasing more latent heating. This study suggests that improving microphysics parameterization is important for simulating MCS precipitation as future climate model resolutions continue to increase.

Research Organization:
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)
Grant/Contract Number:
AC02-05CH11231; AC05-76RL01830; AC52-07NA27344
OSTI ID:
1828607
Report Number(s):
LLNL-JRNL-832521; PNNL-SA--167585; e2021MS002628
Journal Information:
Journal of Advances in Modeling Earth Systems, Journal Name: Journal of Advances in Modeling Earth Systems Journal Issue: 11 Vol. 13; ISSN 1942-2466
Publisher:
American Geophysical Union (AGU)Copyright Statement
Country of Publication:
United States
Language:
English

References (74)

Systematic land climate and evapotranspiration biases in CMIP5 simulations: CMIP5 BIASES journal January 2014
Role of clouds and land-atmosphere coupling in midlatitude continental summer warm biases and climate change amplification in CMIP5 simulations journal September 2014
A multidecadal simulation of Atlantic tropical cyclones using a variable-resolution global atmospheric general circulation model journal August 2014
An improved hindcast approach for evaluation and diagnosis of physical processes in global climate models: AN IMPROVED HINDCAST APPROACH journal November 2015
The variable nature of convection in the tropics and subtropics: A legacy of 16 years of the Tropical Rainfall Measuring Mission satellite: CONVECTIVE VARIABILITY SEEN BY TRMM journal September 2015
Precipitation From a Multiyear Database of Convection‐Allowing WRF Simulations journal March 2018
Can nudging be used to quantify model sensitivities in precipitation and cloud forcing?: NUDGING AND MODEL SENSITIVITIES journal July 2016
The Impact of Parametric Uncertainties on Biogeochemistry in the E3SM Land Model journal February 2018
The formation of atmospheric ice crystals by the freezing of droplets journal October 1953
The ERA-Interim reanalysis: configuration and performance of the data assimilation system journal April 2011
Ice Initiation in Natural Clouds book January 1986
A multiresolution method for climate system modeling: application of spherical centroidal Voronoi tessellations journal November 2008
A parameterization of aerosol activation: 2. Multiple aerosol types journal March 2000
Mesoscale convective systems journal January 2004
Diagnosis of the summertime warm and dry bias over the U.S. Southern Great Plains in the GFDL climate model using a weather forecasting approach: GFDL CLIMATE MODEL SUMMERTIME BIAS journal September 2006
Parametric Sensitivity and Uncertainty Quantification in the Version 1 of E3SM Atmosphere Model Based on Short Perturbed Parameter Ensemble Simulations journal December 2018
Structure and Evolution of Mesoscale Convective Systems: Sensitivity to Cloud Microphysics in Convection‐Permitting Simulations Over the United States journal July 2018
Understanding Cloud and Convective Characteristics in Version 1 of the E3SM Atmosphere Model journal October 2018
The Impact of Rimed Ice Hydrometeors on Global and Regional Climate journal June 2019
Three-Moment Representation of Rain in a Bulk Microphysics Model journal January 2019
Evaluation of Clouds in Version 1 of the E3SM Atmosphere Model With Satellite Simulators journal May 2019
The DOE E3SM Coupled Model Version 1: Overview and Evaluation at Standard Resolution journal July 2019
Extreme Convective Storms Over High‐Latitude Continental Areas Where Maximum Warming Is Occurring journal April 2019
The Summertime Precipitation Bias in E3SM Atmosphere Model Version 1 over the Central United States journal August 2019
An Overview of the Atmospheric Component of the Energy Exascale Earth System Model journal August 2019
Confronting the Challenge of Modeling Cloud and Precipitation Microphysics journal July 2020
Improved Diurnal Cycle of Precipitation in E3SM With a Revised Convective Triggering Function journal July 2019
Can the Multiscale Modeling Framework (MMF) Simulate the MCS‐Associated Precipitation Over the Central United States? journal December 2019
Aerosols in the E3SM Version 1: New Developments and Their Impacts on Radiative Forcing journal January 2020
Impact of Nudging Strategy on the Climate Representativeness and Hindcast Skill of Constrained EAMv1 Simulations journal December 2019
Effects of Microphysical Processes on the Precipitation Spectrum in a Strongly Forced Environment journal June 2020
A Global High‐Resolution Mesoscale Convective System Database Using Satellite‐Derived Cloud Tops, Surface Precipitation, and Tracking journal April 2021
Machine Learning the Warm Rain Process journal February 2021
Observed and model-simulated diurnal cycles of precipitation over the contiguous United States journal March 1999
Causes of model dry and warm bias over central U.S. and impact on climate projections journal October 2017
Sensitivity of climate simulations to the parameterization of cumulus convection in the Canadian climate centre general circulation model journal September 1995
Regions of Strong Coupling Between Soil Moisture and Precipitation journal August 2004
Ice nucleation parameterization for global models [Ice nucleation parameterization for global models] journal September 2005
A Census of Precipitation Features in the Tropics Using TRMM: Radar, Ice Scattering, and Lightning Observations journal December 2000
Global Precipitation and Thunderstorm Frequencies. Part II: Diurnal Variations journal March 2001
A PDF-Based Model for Boundary Layer Clouds. Part I: Method and Model Description journal December 2002
A New Cloud Physics Parameterization in a Large-Eddy Simulation Model of Marine Stratocumulus journal January 2000
The Diurnal Cycle in the Tropics journal April 2001
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
North American Regional Reanalysis journal March 2006
Where are the most Intense Thunderstorms on Earth? journal August 2006
Parameterization of Cloud Microphysics Based on the Prediction of Bulk Ice Particle Properties. Part I: Scheme Description and Idealized Tests journal January 2015
Parameterization of Cloud Microphysics Based on the Prediction of Bulk Ice Particle Properties. Part III: Introduction of Multiple Free Categories journal March 2016
Parameterization of the Bulk Liquid Fraction on Mixed-Phase Particles in the Predicted Particle Properties (P3) Scheme: Description and Idealized Simulations journal February 2019
A Triple-Moment Representation of Ice in the Predicted Particle Properties (P3) Microphysics Scheme journal February 2021
Advanced Two-Moment Bulk Microphysics for Global Models. Part I: Off-Line Tests and Comparison with Other Schemes journal February 2015
Clouds and the Earth’s Radiant Energy System (CERES) Energy Balanced and Filled (EBAF) Top-of-Atmosphere (TOA) Edition-4.0 Data Product journal January 2018
Contrasting Spring and Summer Large-Scale Environments Associated with Mesoscale Convective Systems over the U.S. Great Plains journal October 2019
Spatiotemporal Characteristics and Large-Scale Environments of Mesoscale Convective Systems East of the Rocky Mountains journal November 2019
Evaluation of Mesoscale Convective Systems in Climate Simulations: Methodological Development and Results from MPAS-CAM over the United States journal April 2021
Precipitation Characteristics in Eighteen Coupled Climate Models journal September 2006
Sensitivity of a Simulated Squall Line to Horizontal Resolution and Parameterization of Microphysics journal January 2012
Impact of Graupel Parameterization Schemes on Idealized Bow Echo Simulations journal April 2013
A Regime-Based Evaluation of Southern and Northern Great Plains Warm-Season Precipitation Events in WRF journal August 2019
Adaptation of the Predicted Particles Properties (P3) Microphysics Scheme for Large-Scale Numerical Weather Prediction journal December 2020
The Mean Climate of the Community Atmosphere Model (CAM4) in Forced SST and Fully Coupled Experiments journal July 2013
Improvements in Global Climate Model Microphysics Using a Consistent Representation of Ice Particle Properties journal January 2017
DYAMOND: the DYnamics of the Atmospheric general circulation Modeled On Non-hydrostatic Domains journal September 2019
Dimensionality Reduction for Complex Models via Bayesian Compressive Sensing journal January 2014
The Detection of Mesoscale Convective Systems by the GPM Ku-Band Spaceborne Radar journal January 2019
Sensitivity studies of dust ice nuclei effect on cirrus clouds with the Community Atmosphere Model CAM5 journal January 2012
Technical Note: On the use of nudging for aerosol–climate model intercomparison studies journal January 2014
Prognostic parameterization of cloud ice with a single category in the aerosol-climate model ECHAM(v6.3.0)-HAM(v2.3) journal January 2018
Impact of numerical choices on water conservation in the E3SM Atmosphere Model version 1 (EAMv1) journal January 2018
Regionally refined test bed in E3SM atmosphere model version 1 (EAMv1) and applications for high-resolution modeling journal January 2019
Using radar observations to evaluate 3-D radar echo structure simulated by the Energy Exascale Earth System Model (E3SM) version 1 journal January 2021
The spectral element method (SEM) on variable-resolution grids: evaluating grid sensitivity and resolution-aware numerical viscosity journal January 2014
Assessing the CAM5 physics suite in the WRF-Chem model: implementation, resolution sensitivity, and a first evaluation for a regional case study journal January 2014
Global sensitivity analysis, probabilistic calibration, and predictive assessment for the data assimilation linked ecosystem carbon model journal January 2015