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

Title: An improved hindcast approach for evaluation and diagnosis of physical processes in global climate models

Journal Article · · Journal of Advances in Modeling Earth Systems
DOI:https://doi.org/10.1002/2015MS000490· OSTI ID:1239491
 [1];  [1];  [1];  [2];  [1];  [1];  [1];  [3];  [1];  [1]
  1. Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)
  2. National Taiwan Univ., Taipei (Taiwan)
  3. Pacific Northwest National Lab. (PNNL), Richland, WA (United States)

Here, we present an improved procedure of generating initial conditions (ICs) for climate model hindcast experiments with specified sea surface temperature and sea ice. The motivation is to minimize errors in the ICs and lead to a better evaluation of atmospheric parameterizations' performance in the hindcast mode. We apply state variables (horizontal velocities, temperature and specific humidity) from the operational analysis/reanalysis for the atmospheric initial states. Without a data assimilation system, we apply a two-step process to obtain other necessary variables to initialize both the atmospheric (e.g., aerosols and clouds) and land models (e.g., soil moisture). First, we nudge only the model horizontal velocities towards operational analysis/reanalysis values, given a 6-hour relaxation time scale, to obtain all necessary variables. Compared to the original strategy in which horizontal velocities, temperature and specific humidity are nudged, the revised approach produces a better representation of initial aerosols and cloud fields which are more consistent and closer to observations and model's preferred climatology. Second, we obtain land ICs from an offline land model simulation forced with observed precipitation, winds, and surface fluxes. This approach produces more realistic soil moisture in the land ICs. With this refined procedure, the simulated precipitation, clouds, radiation, and surface air temperature over land are improved in the Day 2 mean hindcasts. Following this procedure, we propose a “Core” integration suite which provides an easily repeatable test allowing model developers to rapidly assess the impacts of various parameterization changes on the fidelity of modelled cloud-associated processes relative to observations.

Research Organization:
Pacific Northwest National Lab. (PNNL), Richland, WA (United States); Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)
Sponsoring Organization:
USDOE; Ministry of Science and Technology (MOST) Taiwan
Grant/Contract Number:
AC05-76RL01830; AC52-07NA27344
OSTI ID:
1239491
Alternate ID(s):
OSTI ID: 1367986
Report Number(s):
PNNL-SA-110968; LLNL-JRNL-671916; KP1703010
Journal Information:
Journal of Advances in Modeling Earth Systems, Vol. 7, Issue 4; ISSN 1942-2466
Publisher:
American Geophysical Union (AGU)Copyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 42 works
Citation information provided by
Web of Science

References (72)

Tropospheric adjustment to increasing CO2: its timescale and the role of land–sea contrast journal October 2012
The Transpose-AMIP II Experiment and Its Application to the Understanding of Southern Ocean Cloud Biases in Climate Models journal May 2013
How does increasing horizontal resolution in a global climate model improve the simulation of aerosol-cloud interactions?: RESOLUTION DEPENDENCE OF AIF journal June 2015
Developing long-term single-column model/cloud system–resolving model forcing data using numerical weather prediction products constrained by surface and top of the atmosphere observations journal January 2004
Using numerical weather prediction to assess climate models journal January 2007
Spatiotemporal Variations in Soil Water: First Results from the ARM SGP CART Network journal February 2003
Analysis and Reduction of Systematic Errors through a Seamless Approach to Modeling Weather and Climate journal November 2010
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
Toward a minimal representation of aerosols in climate models: description and evaluation in the Community Atmosphere Model CAM5 journal January 2012
On the potential of assimilating meteorological analyses in a global climate model for the purpose of model validation journal July 1996
Assessing the utility of frequency dependent nudging for reducing biases in biogeochemical models journal September 2014
Initial Tendencies of Cloud Regimes in the Met Office Unified Model journal February 2008
Vertical structure and physical processes of the Madden-Julian Oscillation: Biases and uncertainties at short range: PHYSICAL PROCESSES OF MJO journal May 2015
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
An Overview of CMIP5 and the Experiment Design journal April 2012
Assessment of simulated water balance from Noah, Noah-MP, CLM, and VIC over CONUS using the NLDAS test bed journal December 2014
Characterizing and understanding radiation budget biases in CMIP3/CMIP5 GCMs, contemporary GCM, and reanalysis: RADIATION BUDGET BIASES IN CMIP3/CMIP5 journal August 2013
The role of circulation features on black carbon transport into the Arctic in the Community Atmosphere Model version 5 (CAM5): BC TRANSPORT IN OFF-LINE CAM5 journal May 2013
Sensitivity of climate simulations to the parameterization of cumulus convection in the Canadian climate centre general circulation model journal September 1995
Arctic synoptic regimes: Comparing domain-wide Arctic cloud observations with CAM4 and CAM5 during similar dynamics: CAM4 AND CAM5 ARCTIC CLOUD EVALUATION journal August 2012
A Comparison of Forecast Errors in CAM2 and CAM3 at the ARM Southern Great Plains Site journal September 2007
Summarizing multiple aspects of model performance in a single diagram journal April 2001
Global simulations of ice nucleation and ice supersaturation with an improved cloud scheme in the Community Atmosphere Model journal January 2010
Contributions of Clouds, Surface Albedos, and Mixed-Phase Ice Nucleation Schemes to Arctic Radiation Biases in CAM5 journal July 2014
Contribution of land surface initialization to subseasonal forecast skill: First results from a multi-model experiment: GLACE-2-SOIL MOISTURE AND FORECASTING journal January 2010
Sensitivity of remote aerosol distributions to representation of cloud–aerosol interactions in a global climate model journal January 2013
Four-Dimensional Variational Data Assimilation with Digital Filter Initialization journal July 2000
Integrating Cloud Processes in the Community Atmosphere Model, Version 5 journal September 2014
Diagnosis of Community Atmospheric Model 2 (CAM2) in numerical weather forecast configuration at Atmospheric Radiation Measurement sites journal January 2005
The Impact of Convection on ENSO: From a Delayed Oscillator to a Series of Events journal November 2008
TWP-ICE global atmospheric model intercomparison: Convection responsiveness and resolution impact: TWP-ICE AGCM INTERCOMPARISON journal May 2012
Are climate model simulations of clouds improving? An evaluation using the ISCCP simulator: EVALUATING CLOUDS IN CLIMATE MODELS journal February 2013
Simulations of Arctic mixed-phase clouds in forecasts with CAM3 and AM2 for M-PACE journal January 2008
Southeast Pacific Stratocumulus in the Community Atmosphere Model journal September 2012
The ERA-Interim reanalysis: configuration and performance of the data assimilation system journal April 2011
Evaluation of Forecasted Southeast Pacific Stratocumulus in the NCAR, GFDL, and ECMWF Models journal June 2009
Climate Model Forecast Experiments for TOGA COARE journal March 2008
Evaluating cloud systems in the Met Office global forecast model using simulated CloudSat radar reflectivities journal January 2008
Initialization of the HIRLAM Model Using a Digital Filter journal June 1992
On the Correspondence between Short- and Long-Time-Scale Systematic Errors in CAM4/CAM5 for the Year of Tropical Convection journal November 2012
Vertical structure and physical processes of the Madden-Julian oscillation: Linking hindcast fidelity to simulated diabatic heating and moistening: DIABATIC PROCESSES IN MJO HINDCASTS journal May 2015
The Initialization of Numerical Models by a Dynamic-Initialization Technique journal December 1976
Evaluating Parameterizations in General Circulation Models: Climate Simulation Meets Weather Prediction journal December 2004
Unified Modeling and Prediction of Weather and Climate: A 25-Year Journey journal December 2012
Impact of horizontal resolution on climate model forecasts of tropical precipitation and diabatic heating for the TWP-ICE period journal January 2010
Geostationary Enhanced Temporal Interpolation for CERES Flux Products journal June 2013
Radiative forcing by long-lived greenhouse gases: Calculations with the AER radiative transfer models journal January 2008
On the Correspondence between Mean Forecast Errors and Climate Errors in CMIP5 Models journal February 2014
A History and Review of the Global Soil Wetness Project (GSWP) journal October 2011
Realistic Initialization of Land Surface States: Impacts on Subseasonal Forecast Skill journal December 2004
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
Low‐cloud characteristics over the tropical western Pacific from ARM observations and CAM5 simulations journal September 2015
An observationally based evaluation of cloud ice water in CMIP3 and CMIP5 GCMs and contemporary reanalyses using contemporary satellite data: CMIP3, CMIP5, IWC, CloudSat, GCM journal August 2012
On the Contribution of Longwave Radiation to Global Climate Model Biases in Arctic Lower Tropospheric Stability journal October 2014
Spread in model climate sensitivity traced to atmospheric convective mixing journal January 2014
An Improved In Situ and Satellite SST Analysis for Climate journal July 2002
Moisture and temperature balances at the Atmospheric Radiation Measurement Southern Great Plains Site in forecasts with the Community Atmosphere Model (CAM2) journal January 2005
Impact of a revised convective triggering mechanism on Community Atmosphere Model, Version 2, simulations: Results from short-range weather forecasts journal January 2004
The “Year” of Tropical Convection (May 2008–April 2010): Climate Variability and Weather Highlights journal August 2012
The effect of time steps and time-scales on parametrization suites journal August 2012
Evaluation of cloud and water vapor simulations in CMIP5 climate models using NASA “A-Train” satellite observations: EVALUATION OF IPCC AR5 MODEL SIMULATIONS journal July 2012
Technical Note: On the use of nudging for aerosol–climate model intercomparison studies journal January 2014
Metrics and Diagnostics for Precipitation-Related Processes in Climate Model Short-Range Hindcasts journal March 2013
The Version-2 Global Precipitation Climatology Project (GPCP) Monthly Precipitation Analysis (1979–Present) journal December 2003
Black holes, elementary strings and holomorphic anomaly journal July 2005
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 CALIPSO mission: spaceborne lidar for observation of aerosols and clouds
  • Winker, David M.; Pelon, Jacques R.; McCormick, M. Patrick
  • Third International Asia-Pacific Environmental Remote Sensing Remote Sensing of the Atmosphere, Ocean, Environment, and Space, SPIE Proceedings https://doi.org/10.1117/12.466539
conference March 2003
Accelerated dryland expansion regulates future variability in dryland gross primary production journal April 2020
A History and Review of the Global Soil Wetness Project (GSWP) journal March 2011
Sensitivity of remote aerosol distributions to representation of cloud-aerosol interactions in a global climate model journal January 2013
Technical note: On the use of nudging for aerosol-climate model intercomparison studies text January 2014
Black Holes, Elementary Strings and Holomorphic Anomaly text January 2005

Cited By (4)

Object-based precipitation system bias in grey zone simulation: the 2016 South China Sea summer monsoon onset journal January 2019
A Prospectus for Constraining Rapid Cloud Adjustments in General Circulation Models journal August 2018
Practice and philosophy of climate model tuning across six US modeling centers journal January 2017
Regionally refined test bed in E3SM atmosphere model version 1 (EAMv1) and applications for high-resolution modeling journal January 2019