skip to main content
OSTI.GOV title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: CAUSES: Attribution of Surface Radiation Biases in NWP and Climate Models near the U.S. Southern Great Plains

Journal Article · · Journal of Geophysical Research: Atmospheres
DOI:https://doi.org/10.1002/2017JD027188· OSTI ID:1547796
 [1]; ORCiD logo [1]; ORCiD logo [1]; ORCiD logo [2]; ORCiD logo [2]; ORCiD logo [2]; ORCiD logo [2]; ORCiD logo [2]; ORCiD logo [3]; ORCiD logo [3]; ORCiD logo [3]; ORCiD logo [3]; ORCiD logo [3]; ORCiD logo [4]; ORCiD logo [4]; ORCiD logo [5]; ORCiD logo [5]; ORCiD logo [6]; ORCiD logo [6]; ORCiD logo [6] more »; ORCiD logo [7];  [7]; ORCiD logo [8]; ORCiD logo [9];  [10] « less
  1. Met Office Exeter UK
  2. Lawrence Livermore National Laboratory Livermore CA USA
  3. Pacific Northwest National Laboratory Richland WA USA
  4. European Centre for Medium‐Range Weather Forecasts Reading UK
  5. CNRM, Meteo‐France/CNRS Toulouse France
  6. Environment and Climate Change Canada Victoria British Columbia Canada
  7. Laboratoire de Meteorologie Dynamique Paris France
  8. Academia Sinica Taipei Taiwan
  9. Brookhaven National Laboratory Upton NY USA
  10. Science Systems and Applications, Inc Norfolk VA USA

Many Numerical Weather Prediction (NWP) and climate models exhibit too warm lower tropospheres near the midlatitude continents. The warm bias has been shown to coincide with important surface radiation biases that likely play a critical role in the inception or the growth of the warm bias. This paper presents an attribution study on the net radiation biases in nine model simulations, performed in the framework of the CAUSES project (Clouds Above the United States and Errors at the Surface). Contributions from deficiencies in the surface properties, clouds, water vapor, and aerosols are quantified, using an array of radiation measurement stations near the Atmospheric Radiation Measurement Southern Great Plains site. Furthermore, an in-depth analysis is shown to attribute the radiation errors to specific cloud regimes. The net surface shortwave radiation is overestimated in all models throughout most of the simulation period. Cloud errors are shown to contribute most to this overestimation, although nonnegligible contributions from the surface albedo exist in most models. Missing deep cloud events and/or simulating deep clouds with too weak cloud radiative effects dominate in the cloud-related radiation errors. Some models have compensating errors between excessive occurrence of deep cloud but largely underestimating their radiative effect, while other models miss deep cloud events altogether. Surprisingly, even the latter models tend to produce too much and too frequent afternoon surface precipitation. This suggests that rather than issues with the triggering of deep convection, cloud radiative deficiencies are related to too weak convective cloud detrainment and too large precipitation efficiencies.

Research Organization:
Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States); Brookhaven National Laboratory (BNL), Upton, NY (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER)
Grant/Contract Number:
SC0014122; SC0005259; AC52-07NA27344; AC05-76RL01830; AC02-05CH11231; SC0012704
OSTI ID:
1547796
Alternate ID(s):
OSTI ID: 1438759; OSTI ID: 1454812; OSTI ID: 1547797
Report Number(s):
LLNL-JRNL-732219; BNL-205767-2018-JAAM
Journal Information:
Journal of Geophysical Research: Atmospheres, Journal Name: Journal of Geophysical Research: Atmospheres Vol. 123 Journal Issue: 7; ISSN 2169-897X
Publisher:
American Geophysical Union (AGU)Copyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 58 works
Citation information provided by
Web of Science

References (56)

The Transpose-AMIP II Experiment and Its Application to the Understanding of Southern Ocean Cloud Biases in Climate Models journal May 2013
Cloud and radiative fields derived from GOES-8 during SUCCESS and the ARM-UAV spring 1996 flight series journal April 1998
Radiation and cloud radiative properties in the European Centre for Medium Range Weather Forecasts forecasting system journal January 1991
Evaluating statistical cloud schemes: What can we gain from ground-based remote sensing?: EVALUATING STATISTICAL CLOUD SCHEMES journal September 2013
LMDZ5B: the atmospheric component of the IPSL climate model with revisited parameterizations for clouds and convection journal April 2012
A Mass Flux Convection Scheme with Representation of Cloud Ensemble Characteristics and Stability-Dependent Closure journal July 1990
The Impact of Low Clouds on Surface Shortwave Radiation in the ECMWF Model journal November 2012
Overview of the Coupled Model Intercomparison Project Phase 6 (CMIP6) experimental design and organization journal January 2016
ARM: Radiative Flux Analysis: QCRAD data, Long algorithm
  • Gaustad, Krista; Riihimaki, Laura; Long, Chuck
  • Atmospheric Radiation Measurement (ARM) Archive, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (US); https://doi.org/10.5439/1179822
dataset January 1994
Evaluation of the warm season diurnal cycle of precipitation over Sweden simulated by the Rossby Centre regional climate model RCA3 journal January 2013
Evaluation of the NCEP Global Forecast System at the ARM SGP Site journal December 2006
Regions of Strong Coupling Between Soil Moisture and Precipitation journal August 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
The 2015 Plains Elevated Convection at Night Field Project journal April 2017
Evaluation of cloud fraction and its radiative effect simulated by IPCC AR4 global models against ARM surface observations journal January 2012
Sensitivity of climate simulations to the parameterization of cumulus convection in the Canadian climate centre general circulation model journal September 1995
A Radiation Algorithm with Correlated- k Distribution. Part I: Local Thermal Equilibrium journal February 2005
A Climatology of Surface Cloud Radiative Effects at the ARM Tropical Western Pacific Sites journal April 2013
Radiative flux and forcing parameterization error in aerosol-free clear skies: RADIATION PARAMETERIZATION ERRORS journal July 2015
The Diurnal Cycle of Precipitation from Continental Radar Mosaics and Numerical Weather Prediction Models. Part I: Methodology and Seasonal Comparison journal August 2010
Objective Determination of Cloud Heights and Radar Reflectivities Using a Combination of Active Remote Sensors at the ARM CART Sites journal May 2000
The Microbase Value-Added Product: A Baseline Retrieval of Cloud Microphysical Properties report May 2011
Quantifying uncertainties of cloud microphysical property retrievals with a perturbation method: Cloud Uncertainty Quantification journal May 2014
A Simple Parameterization of the Large-Scale Effects of Cumulus Convection journal December 1985
Precipitation characteristics of CAM5 physics at mesoscale resolution during MC3E and the impact of convective timescale choice journal December 2014
Studies with a flexible new radiation code. I: Choosing a configuration for a large-scale model journal April 1996
Systematic land climate and evapotranspiration biases in CMIP5 simulations: CMIP5 BIASES journal January 2014
The ERA-Interim reanalysis: configuration and performance of the data assimilation system journal April 2011
Comparison of the Diurnal Precipitation Cycle in Convection-Resolving and Non-Convection-Resolving Mesoscale Models journal October 2007
On the Correspondence between Short- and Long-Time-Scale Systematic Errors in CAM4/CAM5 for the Year of Tropical Convection journal November 2012
CLOUDS AND MORE: ARM Climate Modeling Best Estimate Data: A New Data Product for Climate Studies journal January 2010
Shifting the diurnal cycle of parameterized deep convection over land: DIURNAL CYCLE OF CONVECTION journal April 2009
Radiative forcing by long-lived greenhouse gases: Calculations with the AER radiative transfer models journal January 2008
The Canadian Fourth Generation Atmospheric Global Climate Model (CanAM4). Part I: Representation of Physical Processes journal February 2013
On the Correspondence between Mean Forecast Errors and Climate Errors in CMIP5 Models journal February 2014
Using Continuous Ground-Based Radar and Lidar Measurements for Evaluating the Representation of Clouds in Four Operational Models journal September 2010
Mechanisms Affecting the Transition from Shallow to Deep Convection over Land: Inferences from Observations of the Diurnal Cycle Collected at the ARM Southern Great Plains Site journal September 2010
A comparison of multiscale variations of decade-long cloud fractions from six different platforms over the Southern Great Plains in the United States: observationally based cloud fractions journal March 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
The Midlatitude Continental Convective Clouds Experiment (MC3E) sounding network: operations, processing and analysis journal January 2015
The Diurnal Cycle in the Tropics journal April 2001
Impact of a New Radiation Package, McRad, in the ECMWF Integrated Forecasting System journal December 2008
Objective Analysis of ARM IOP Data: Method and Sensitivity journal February 2001
Cloudnet: Continuous Evaluation of Cloud Profiles in Seven Operational Models Using Ground-Based Observations journal June 2007
Identification of clear skies from broadband pyranometer measurements and calculation of downwelling shortwave cloud effects journal June 2000
Representing Equilibrium and Nonequilibrium Convection in Large-Scale Models journal February 2014
Using regime analysis to identify the contribution of clouds to surface temperature errors in weather and climate models: Cloud-Regime Analysis and Surface Temperature Errors
  • Van Weverberg, Kwinten; Morcrette, Cyril J.; Ma, Hsi-Yen
  • Quarterly Journal of the Royal Meteorological Society, Vol. 141, Issue 693 https://doi.org/10.1002/qj.2603
journal September 2015
The Met Office Unified Model Global Atmosphere 4.0 and JULES Global Land 4.0 configurations 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 method for continuous estimation of clear-sky downwelling longwave radiative flux developed using ARM surface measurements journal January 2008
Evaluation of two cloud parametrization schemes using ARM and Cloud-Net observations
  • Morcrette, Cyril J.; O'Connor, Ewan J.; Petch, Jon C.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 138, Issue 665 https://doi.org/10.1002/qj.969
journal November 2011
CERES Edition-2 Cloud Property Retrievals Using TRMM VIRS and Terra and Aqua MODIS Data—Part I: Algorithms journal November 2011
How well can a convection-permitting climate model reproduce decadal statistics of precipitation, temperature and cloud characteristics? journal February 2016
CAUSES: On the Role of Surface Energy Budget Errors to the Warm Surface Air Temperature Error Over the Central United States journal March 2018
Overlap of Solar and Infrared Spectra and the Shortwave Radiative Effect of Methane journal July 2010
The CNRM-CM5.1 global climate model: description and basic evaluation journal January 2012

Similar Records

CAUSES: Attribution of Surface Radiation Biases in NWP and Climate Models near the U.S. Southern Great Plains
Journal Article · Fri Apr 06 00:00:00 EDT 2018 · Journal of Geophysical Research: Atmospheres · OSTI ID:1547796

Using regime analysis to identify the contribution of clouds to surface temperature errors in weather and climate models
Journal Article · Wed Jun 17 00:00:00 EDT 2015 · Quarterly Journal of the Royal Meteorological Society · OSTI ID:1547796

CAUSES: Diagnosis of the Summertime Warm Bias in CMIP5 Climate Models at the ARM Southern Great Plains Site
Journal Article · Sun Mar 25 00:00:00 EDT 2018 · Journal of Geophysical Research: Atmospheres · OSTI ID:1547796