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

Title: Dependencies of Simulated Convective Cell and System Growth Biases on Atmospheric Instability and Model Resolution

Journal Article · · Journal of Geophysical Research. Atmospheres
ORCiD logo [1]; ORCiD logo [2]; ORCiD logo [3]; ORCiD logo [3]; ORCiD logo [3];  [4]
  1. Department of Atmospheric Sciences University of Utah Salt Lake City UT USA, Now at Department of Physics University of Oxford Oxford UK
  2. Department of Atmospheric Sciences University of Utah Salt Lake City UT USA, Atmospheric, Climate, and Earth Sciences Division Pacific Northwest National Laboratory Richland WA USA
  3. Atmospheric, Climate, and Earth Sciences Division Pacific Northwest National Laboratory Richland WA USA
  4. Department of Atmospheric Sciences University of Utah Salt Lake City UT USA

Abstract This study evaluates convective cell properties and their relationships with convective and stratiform rainfall within a season‐long convection‐permitting weather research and forecasting simulation over central Argentina using radar, satellite, and radiosonde measurements from the RELAMPAGO‐CACTI field campaign. The simulation slightly underestimates radar‐estimated rainfall over the ∼3.5‐month evaluation period but underestimates stratiform rainfall by 46% and overestimates convective rainfall by 43%. As convective available potential energy (CAPE) increases, the convective rainfall overestimation decreases, but the stratiform rainfall underestimation increases such that the contribution of convective to total rainfall remains constantly high biased by ∼26%. Overestimated convective rainfall arises from the simulation generating 2.6 times more precipitating convective cells (14,299) than observed by radar (5,662) despite similar observed and simulated cell growth processes, with relatively wide cells contributing mostly to excessive convective rainfall. Relatively shallow cells, typically reaching heights of 4–7 km, contribute most to the cell number bias. This cell number bias increases as CAPE decreases, potentially because cells and their updrafts become narrower and more under‐resolved as CAPE decreases. The gross overproduction of precipitating shallow cells leads to overly efficient precipitation and inadequate detrainment of ice aloft, thereby diminishing the formation of robust stratiform rainfall regions. Decreasing model horizontal grid spacing from 3 to 1 or 0.333 km for low (<300 J kg −1 ) and high CAPE (>1,000 J kg −1 ) cases results in minimal change to cell number, depth, and convective‐to‐stratiform partitioning biases. This suggests that improving prediction of these convective properties depends on factors beyond solely increasing model resolution.

Sponsoring Organization:
USDOE
OSTI ID:
2478723
Journal Information:
Journal of Geophysical Research. Atmospheres, Journal Name: Journal of Geophysical Research. Atmospheres Journal Issue: 22 Vol. 129; ISSN 2169-897X
Publisher:
American Geophysical Union (AGU)Copyright Statement
Country of Publication:
United States
Language:
English

References (37)

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
Evaluation of convection-permitting model simulations of cloud populations associated with the Madden-Julian Oscillation using data collected during the AMIE/DYNAMO field campaign: Cloud populations journal November 2014
Connections matter: Updraft merging in organized tropical deep convection: UPDRAFT MERGING journal July 2017
Cloud‐resolving model intercomparison of an MC3E squall line case: Part I—Convective updrafts journal September 2017
Convective updraught evaluation in high-resolution NWP simulations using single-Doppler radar measurements: Convective Updraught Evaluation in NWP Using Doppler Radar journal September 2015
A cumulus parameterization with a prognostic closure journal April 1998
Simulating North American mesoscale convective systems with a convection-permitting climate model journal October 2017
Chaco low‐level jet events characterization during the austral summer season journal December 2002
Mesoscale convective systems journal January 2004
Radiative forcing by long-lived greenhouse gases: Calculations with the AER radiative transfer models journal January 2008
Evaluation of cloud-resolving model intercomparison simulations using TWP-ICE observations: Precipitation and cloud structure journal January 2011
Uncertainty quantification and parameter tuning in the CAM5 Zhang-McFarlane convection scheme and impact of improved convection on the global circulation and climate: PARAMETERS TUNING IN CAM5 AND ITS IMPACT journal January 2013
Cloud‐Resolving Model Intercomparison of an MC3E Squall Line Case: Part II. Stratiform Precipitation Properties journal January 2019
Structure and Evolution of Mesoscale Convective Systems: Sensitivity to Cloud Microphysics in Convection‐Permitting Simulations Over the United States journal July 2018
Updraft and Downdraft Core Size and Intensity as Revealed by Radar Wind Profilers: MCS Observations and Idealized Model Comparisons journal June 2020
On the Resolution‐Dependence of Anvil Cloud Fraction and Precipitation Efficiency in Radiative‐Convective Equilibrium journal February 2022
Mesoscale Convective Systems in DYAMOND Global Convection‐Permitting Simulations journal February 2023
Convective Updraft and Downdraft Characteristics of Continental Mesoscale Convective Systems in the Model Gray Zone journal August 2022
Evaluation of a Stochastic Mixing Scheme in the Deep Convective Gray Zone Using a Tropical Oceanic Deep Convection Case Study journal January 2024
Sensitivity of organized convective storms to model grid spacing in current and future climates
  • Prein, A. F.; Rasmussen, R. M.; Wang, D.
  • Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, Vol. 379, Issue 2195 https://doi.org/10.1098/rsta.2019.0546
journal March 2021
A Robust Attenuation Correction System for Reflectivity and Differential Reflectivity in Weather Radars journal March 2016
A Theory for Strong, Long-Lived Squall Lines journal February 1988
Entrainment in Cumulus Clouds: What Resolution is Cloud-Resolving? journal December 2008
A New Moist Turbulence Parameterization in the Community Atmosphere Model journal June 2009
Algorithm for Estimation of the Specific Differential Phase journal December 2009
A New Dual-Polarization Radar Rainfall Algorithm: Application in Colorado Precipitation Events journal March 2011
Rainfall Estimation with a Polarimetric Prototype of WSR-88D journal April 2005
Characteristics of Strong Updrafts in Precipitation Systems over the Central Tropical Pacific Ocean and in the Amazon journal May 2005
Evaluating Mesoscale NWP Models Using Kinetic Energy Spectra journal December 2004
Mesoscale Convective Systems over Southeastern South America and Their Relationship with the South American Low-Level Jet journal April 2007
Sensitivity of a Simulated Squall Line to Horizontal Resolution and Parameterization of Microphysics journal January 2012
The impact of horizontal resolution on the simulations of convective development over land journal July 2002
Development of an Improved Turbulence Closure Model for the Atmospheric Boundary Layer journal January 2009
Laser Disdrometer Quantities (LDQUANTS) and Video Disdrometer Quantities (VDISQUANTS) Value-Added Products Report report April 2020
Datasets for the Publication "Simulated Convective Cell and System Growth Bias Dependencies on Atmospheric Instability and Model Resolution" dataset January 2024
The Python ARM Radar Toolkit (Py-ART), a Library for Working with Weather Radar Data in the Python Programming Language journal July 2016

Similar Records

Cloud-Resolving Model Intercomparison of an MC3E Squall Line Case: Part II. Stratiform Precipitation Properties
Journal Article · 2019 · Journal of Geophysical Research: Atmospheres · OSTI ID:1507531

Characterizing Wet Season Precipitation in the Central Amazon Using a Mesoscale Convective System Tracking Algorithm
Journal Article · 2024 · Journal of Geophysical Research. Atmospheres · OSTI ID:2460451

Evaluation of Cloud-Resolving Model Intercomparison Simulations Using TWP-ICE Observations: Precipitation and Cloud Structure
Journal Article · 2011 · Journal of Geophysical Research. D. (Atmospheres), 116:Article No. D12206 · OSTI ID:1029076

Related Subjects