Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Advancing Organized Convection Representation in the Unified Model: Implementing and Enhancing Multiscale Coherent Structure Parameterization

Journal Article · · Journal of Advances in Modeling Earth Systems
DOI:https://doi.org/10.1029/2024ms004370· OSTI ID:2537990

To address the effect of stratiform latent heating on meso- to large-scale circulations, an enhanced implementation of the Multiscale Coherent Structure Parameterization (MCSP) is developed for the Met Office Unified Model. MCSP represents the top-heavy stratiform latent heating from under-resolved organized convection in general circulation models. We couple the MCSP with a mass-flux convection scheme (CoMorph-A) to improve storm lifecycle continuity. The improved MCSP trigger is specifically designed for mixed-phase deep convective cloud, combined with a background vertical wind shear, both known to be crucial for stratiform development. We also test a cloud top temperature dependent convective-stratiform heating partitioning, in contrast to the earlier fixed partitioning. Assessments from ensemble weather forecasts and decadal simulations demonstrate that MCSP directly reduces cloud deepening and precipitation areas by moderating mesoscale circulations. Indirectly, it amends tropical precipitation biases, notably correcting dry and wet biases over India and the Indian Ocean, respectively. Remarkably, the scheme outperforms a climate model ensemble by improving seasonal precipitation cycle predictions in these regions. The scheme also improves Madden-Julian Oscillation (MJO) spectra, achieving better alignment with observational and reanalysis data by intensifying the simulated MJO over the Indian Ocean during phases 4 to 5. However, the scheme increases precipitation overestimation over the Western Pacific. Shifting from fixed to temperature-dependent convective-stratiform partitioning reduces the Pacific precipitation overestimation and further improves the seasonal cycle in India. Spatially correlated biases highlight the necessity for advances beyond deterministic approaches to align MCSP with environmental conditions.

Research Organization:
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Organization:
USDOE
Grant/Contract Number:
AC05-76RL01830
OSTI ID:
2537990
Report Number(s):
PNNL-SA--197261
Journal Information:
Journal of Advances in Modeling Earth Systems, Journal Name: Journal of Advances in Modeling Earth Systems Journal Issue: 3 Vol. 17; ISSN 1942-2466
Publisher:
American Geophysical Union (AGU)Copyright Statement
Country of Publication:
United States
Language:
English

References (36)

Evaluation of cloud-resolving and limited area model intercomparison simulations using TWP-ICE observations: 1. Deep convective updraft properties: Eval. of TWP-ICE CRMs and LAMs Pt. 1 journal December 2014
Evaluation of cloud-resolving and limited area model intercomparison simulations using TWP-ICE observations: 2. Precipitation microphysics: Eval. of TWP-ICE CRMs and LAMs Pt. 2 journal December 2014
The parametric sensitivity of CAM5's MJO: Parametric Sensitivity of CAM5's MJO journal February 2015
Latent heating characteristics of the MJO computed from TRMM Observations: Latent Heating during the MJO from TRMM journal February 2015
The response of US summer rainfall to quadrupled CO 2 climate change in conventional and superparameterized versions of the NCAR community atmosphere model journal August 2014
The effect of increased convective entrainment on Asian monsoon biases in the MetUM general circulation model: Effect of Increased Convective Entrainment on Asian Monsoon Biases
  • Bush, Stephanie J.; Turner, Andrew G.; Woolnough, Steven J.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 141, Issue 686 https://doi.org/10.1002/qj.2371
journal May 2014
Characteristics of convective precipitation over tropical Africa in storm‐resolving global simulations journal October 2021
Met Office MOGREPS‐G initialisation using an ensemble of hybrid four‐dimensional ensemble variational (En‐4DEnVar) data assimilations journal April 2023
Evaluating the CoMorph‐A parametrization using idealized simulations of the two‐way coupling between convection and large‐scale dynamics
  • Daleu, Chimene L.; Plant, Robert S.; Stirling, Alison J.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 149, Issue 757 https://doi.org/10.1002/qj.4547
journal September 2023
The use of idealised experiments in testing a new convective parametrization: Performance of CoMorph‐A
  • Lavender, Sally L.; Stirling, Alison J.; Whitall, Michael
  • Quarterly Journal of the Royal Meteorological Society, Vol. 150, Issue 760 https://doi.org/10.1002/qj.4660
journal February 2024
The performance of the CoMorph‐A convection package in global simulations with the Met Office Unified Model journal June 2024
A theory of organized steady convection and its transport properties journal January 1981
A Numerical Simulation of Quasi‐Stationary Tropical Convective Bands journal July 1987
Observed structure of mesoscale convective systems and implications for large-scale heating journal April 1989
Organized Convective Systems: Archetypal Dynamical Models, Mass and Momentum Flux Theory, and Parametrization journal July 1992
The ERA-Interim reanalysis: configuration and performance of the data assimilation system journal April 2011
Simulating North American mesoscale convective systems with a convection-permitting climate model journal October 2017
Mesoscale convective systems journal January 2004
Cloud‐Resolving Model Intercomparison of an MC3E Squall Line Case: Part II. Stratiform Precipitation Properties journal January 2019
Toward a Dynamical Foundation for Organized Convection Parameterization in GCMs journal December 2019
A Global High‐Resolution Mesoscale Convective System Database Using Satellite‐Derived Cloud Tops, Surface Precipitation, and Tracking journal April 2021
Effects of Organized Convection Parameterization on the MJO and Precipitation in E3SMv1. Part I: Mesoscale Heating journal June 2021
A Shallow‐Deep Unified Stochastic Mass Flux Cumulus Parameterization in the Single Column Community Climate Model journal November 2023
Dependencies of Simulated Convective Cell and System Growth Biases on Atmospheric Instability and Model Resolution journal November 2024
The formation, character and changing nature of mesoscale convective systems journal June 2020
Sensitivity of climate simulations to the parameterization of cumulus convection in the Canadian climate centre general circulation model journal September 1995
Mesoscale Organization of Springtime Rainstorms in Oklahoma journal March 1990
MJO Simulation Diagnostics journal June 2009
The MJO and Convectively Coupled Waves in a Coarse-Resolution GCM with a Simple Multicloud Parameterization journal February 2011
Representing Convective Organization in Prediction Models by a Hybrid Strategy journal December 2006
Evaluating Mesoscale NWP Models Using Kinetic Energy Spectra journal December 2004
A new dynamical core for the Met Office's global and regional modelling of the atmosphere journal April 2005
Overview of the Coupled Model Intercomparison Project Phase 6 (CMIP6) experimental design and organization journal January 2016
Organized Convection Parameterization Source Code for Submission: "Advancing Organized Convection Representation in the Unified Model: Implementing and Enhancing Multiscale Coherent Structure Parameterization" to Journal of Advances in Modeling Earth Systems model January 2024
Supporting Datasets for Submission: "Advancing Organized Convection Representation in the Unified Model: Implementing and Enhancing Multiscale Coherent Structure Parameterization" to Journal of Advances in Modeling Earth Systems dataset January 2025
Global Precipitation Climatology Project (GPCP) Climate Data Record (CDR), Version 1.3 (Daily) dataset January 2017

Similar Records

Latent heating characteristics of the MJO computed from TRMM Observations
Journal Article · Tue Jan 13 23:00:00 EST 2015 · Journal of Geophysical Research: Atmospheres · OSTI ID:1440554

Comparison of Moist Static Energy and Budget between the GCM-Simulated Madden–Julian Oscillation and Observations over the Indian Ocean and Western Pacific
Journal Article · Mon Jul 01 00:00:00 EDT 2013 · Journal of Climate, 26(14):4981-4993 · OSTI ID:1177359

A Retrieval of Tropical Latent Heating Using the 3D Structure of Precipitation Features
Journal Article · Wed Sep 07 00:00:00 EDT 2016 · Journal of Applied Meteorology and Climatology · OSTI ID:1329451