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Development of fine-resolution analyses and expanded large-scale forcing properties. Part I: Methodology and evaluation

Journal Article · · Journal of Geophysical Research: Atmospheres
DOI:https://doi.org/10.1002/2014JD022245· OSTI ID:1182516
 [1];  [2];  [3];  [2];  [2];  [4];  [2];  [2]
  1. California Inst. of Technology (CalTech), Pasadena, CA (United States); Univ. of California at Los Angeles, Los Angeles, CA (United States)
  2. Brookhaven National Lab. (BNL), Upton, NY (United States)
  3. Univ. of California at Los Angeles, Los Angeles, CA (United States); California Inst. of Technology (CalTech), Pasadena, CA (United States)
  4. Stony Brook Univ., NY (United States)
We produce fine-resolution, three-dimensional fields of meteorological and other variables for the U.S. Department of Energy’s Atmospheric Radiation Measurement (ARM) Southern Great Plains site. The Community Gridpoint Statistical Interpolation system is implemented in a multiscale data assimilation (MS-DA) framework that is used within the Weather Research and Forecasting model at a cloud-resolving resolution of 2 km. The MS-DA algorithm uses existing reanalysis products and constrains fine-scale atmospheric properties by assimilating high-resolution observations. A set of experiments show that the data assimilation analysis realistically reproduces the intensity, structure, and time evolution of clouds and precipitation associated with a mesoscale convective system. Evaluations also show that the large-scale forcing derived from the fine-resolution analysis has an overall accuracy comparable to the existing ARM operational product. For enhanced applications, the fine-resolution fields are used to characterize the contribution of subgrid variability to the large-scale forcing and to derive hydrometeor forcing, which are presented in companion papers.
Research Organization:
Brookhaven National Laboratory (BNL), Upton, NY (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER) (SC-23)
OSTI ID:
1182516
Report Number(s):
BNL--107504-2015-JA; KP1701000
Journal Information:
Journal of Geophysical Research: Atmospheres, Journal Name: Journal of Geophysical Research: Atmospheres Journal Issue: 2 Vol. 120; ISSN 2169-897X
Publisher:
American Geophysical UnionCopyright Statement
Country of Publication:
United States
Language:
English

References (40)

Operational implementation of a hybrid ensemble/4D-Var global data assimilation system at the Met Office journal November 2012
A GCSS model intercomparison for a tropical squall line observed during toga-coare. II: Intercomparison of single-column models and a cloud-resolving model journal April 2000
Optimality of variational data assimilation and its relationship with the Kalman filter and smoother journal January 2001
Multiscale modeling of the moist-convective atmosphere — A review journal November 2011
Impacts of distinct observations during the 2009 Prince William Sound field experiment: A data assimilation study journal July 2013
Improvement of the K-profile Model for the Planetary Boundary Layer based on Large Eddy Simulation Data journal May 2003
Alternative methods for specification of observed forcing in single-column models and cloud system models journal October 1999
A comparison of single column model simulations of summertime midlatitude continental convection journal January 2000
Comparison of SCM and CSRM forcing data derived from the ECMWF model and from objective analysis at the ARM SGP site journal January 2003
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
Dynamical downscaling: Assessment of value retained and added using the Regional Atmospheric Modeling System (RAMS) journal January 2005
Simulations of midlatitude frontal clouds by single-column and cloud-resolving models during the Atmospheric Radiation Measurement March 2000 cloud intensive operational period journal January 2005
Mesoscale convective systems journal January 2004
Global simulations of ice nucleation and ice supersaturation with an improved cloud scheme in the Community Atmosphere Model journal January 2010
Performance of convection-permitting hurricane initialization and prediction during 2008-2010 with ensemble data assimilation of inner-core airborne Doppler radar observations: HURRICANE INITIALIZATION AND PREDICTION journal August 2011
A comparison of TWP-ICE observational data with cloud-resolving model results: COMPARING TWP-ICE DATA WITH CRM RESULTS journal March 2012
The application of Kalman smoother theory to the estimation of 4DVAR error statistics journal March 1996
The Atmospheric Radiation Measurement Program journal January 2003
The Importance of the Horizontal Advection of Hydrometeors in a Single-Column Model journal September 1998
Objective Determination of Cloud Heights and Radar Reflectivities Using a Combination of Active Remote Sensors at the ARM CART Sites journal May 2000
The Kain–Fritsch Convective Parameterization: An Update journal January 2004
Constrained Variational Analysis of Sounding Data Based on Column-Integrated Budgets of Mass, Heat, Moisture, and Momentum: Approach and Application to ARM Measurements journal June 1997
The Atmospheric Radiation Measurement (ARM) Program: Programmatic Background and Design of the Cloud and Radiation Test Bed journal July 1994
The National Meteorological Center's Spectral Statistical-Interpolation Analysis System journal August 1992
The Use of TOVS Cloud-Cleared Radiances in the NCEP SSI Analysis System journal August 1998
Three-Dimensional Variational Analysis with Spatially Inhomogeneous Covariances journal December 2002
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
A New Two-Moment Bulk Stratiform Cloud Microphysics Scheme in the Community Atmosphere Model, Version 3 (CAM3). Part II: Single-Column and Global Results journal August 2008
CLOUDS AND MORE: ARM Climate Modeling Best Estimate Data: A New Data Product for Climate Studies journal January 2010
Introduction of the GSI into the NCEP Global Data Assimilation System journal December 2009
An Earth-System Prediction Initiative for the Twenty-First Century journal October 2010
A Space–Time Multiscale Analysis System: A Sequential Variational Analysis Approach journal April 2011
North American Regional Reanalysis journal March 2006
Multiscale Data Assimilation and Forecasting journal February 2014
Evaluation of Precipitation Simulated by Seven SCMs against the ARM Observations at the SGP Site journal August 2013
GSI 3DVar-Based Ensemble–Variational Hybrid Data Assimilation for NCEP Global Forecast System: Single-Resolution Experiments journal October 2013
The potential of the ensemble Kalman filter for NWP—a comparison with 4D-Var journal October 2003
Unified Notation for Data Assimilation : Operational, Sequential and Variational (gtSpecial IssueltData Assimilation in Meteology and Oceanography: Theory and Practice) journal January 1997
An Introduction to Estimation Theory (gtSpecial IssueltData Assimilation in Meteology and Oceanography: Theory and Practice) journal January 1997
A scale and aerosol aware stochastic convective parameterization for weather and air quality modeling journal January 2013

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