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

Title: An evaluation of the variable-resolution CESM for modeling California's climate

Abstract

In this paper, the recently developed variable-resolution option within the Community Earth System Model (VR-CESM) is assessed for long-term regional climate modeling of California at 0.25°(28 km) and 0.125°(14 km) horizontal resolutions. The mean climatology of near-surface temperature and precipitation is analyzed and contrasted with reanalysis, gridded observational data sets, and a traditional regional climate model (RCM) - the Weather Research and Forecasting (WRF) model. Statistical metrics for model evaluation and tests for differential significance have been extensively applied. With only prescribed sea surface temperatures, VR-CESM tended to produce a warmer summer (by about 1-3°C) and overestimated overall winter precipitation (about 25%-35%) compared to reference data sets. Increasing resolution from 0.25°to 0.125°did not produce a statistically significant improvement in the model results. By comparison, the analogous WRF climatology (constrained laterally and at the sea surface by ERA-Interim reanalysis) was 1-3°C colder than the reference data sets, underestimated precipitation by 20%-30% at 27 km resolution, and overestimated precipitation by 65-85% at 9 km. Overall, VR-CESM produced comparable statistical biases to WRF in key climatological quantities. This assessment highlights the value of variable-resolution global climate models (VRGCMs) in capturing fine-scale atmospheric processes, projecting future regional climate, and addressing the computational expense ofmore » uniform-resolution global climate models.« less

Authors:
 [1];  [1];  [1];  [2]
  1. Univ. of California, Davis, CA (United States)
  2. National Center for Atmospheric Research, Boulder, CO (United States)
Publication Date:
Research Org.:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Org.:
Office of Science (SC), Biological and Environmental Research (BER). Earth and Environmental Systems Science Division; University of California, Davis California (United States)
OSTI Identifier:
1258593
Alternate Identifier(s):
OSTI ID: 1571061
Grant/Contract Number:  
CA-D-LAW-2203-H; AC02-05CH11231
Resource Type:
Accepted Manuscript
Journal Name:
Journal of Advances in Modeling Earth Systems
Additional Journal Information:
Journal Volume: 8; Journal Issue: 1; Journal ID: ISSN 1942-2466
Publisher:
American Geophysical Union (AGU)
Country of Publication:
United States
Language:
English
Subject:
54 ENVIRONMENTAL SCIENCES

Citation Formats

Huang, Xingying, Rhoades, Alan M., Ullrich, Paul A., and Zarzycki, Colin M. An evaluation of the variable-resolution CESM for modeling California's climate. United States: N. p., 2016. Web. doi:10.1002/2015MS000559.
Huang, Xingying, Rhoades, Alan M., Ullrich, Paul A., & Zarzycki, Colin M. An evaluation of the variable-resolution CESM for modeling California's climate. United States. https://doi.org/10.1002/2015MS000559
Huang, Xingying, Rhoades, Alan M., Ullrich, Paul A., and Zarzycki, Colin M. Fri . "An evaluation of the variable-resolution CESM for modeling California's climate". United States. https://doi.org/10.1002/2015MS000559. https://www.osti.gov/servlets/purl/1258593.
@article{osti_1258593,
title = {An evaluation of the variable-resolution CESM for modeling California's climate},
author = {Huang, Xingying and Rhoades, Alan M. and Ullrich, Paul A. and Zarzycki, Colin M.},
abstractNote = {In this paper, the recently developed variable-resolution option within the Community Earth System Model (VR-CESM) is assessed for long-term regional climate modeling of California at 0.25°(28 km) and 0.125°(14 km) horizontal resolutions. The mean climatology of near-surface temperature and precipitation is analyzed and contrasted with reanalysis, gridded observational data sets, and a traditional regional climate model (RCM) - the Weather Research and Forecasting (WRF) model. Statistical metrics for model evaluation and tests for differential significance have been extensively applied. With only prescribed sea surface temperatures, VR-CESM tended to produce a warmer summer (by about 1-3°C) and overestimated overall winter precipitation (about 25%-35%) compared to reference data sets. Increasing resolution from 0.25°to 0.125°did not produce a statistically significant improvement in the model results. By comparison, the analogous WRF climatology (constrained laterally and at the sea surface by ERA-Interim reanalysis) was 1-3°C colder than the reference data sets, underestimated precipitation by 20%-30% at 27 km resolution, and overestimated precipitation by 65-85% at 9 km. Overall, VR-CESM produced comparable statistical biases to WRF in key climatological quantities. This assessment highlights the value of variable-resolution global climate models (VRGCMs) in capturing fine-scale atmospheric processes, projecting future regional climate, and addressing the computational expense of uniform-resolution global climate models.},
doi = {10.1002/2015MS000559},
journal = {Journal of Advances in Modeling Earth Systems},
number = 1,
volume = 8,
place = {United States},
year = {Fri Feb 12 00:00:00 EST 2016},
month = {Fri Feb 12 00:00:00 EST 2016}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record

Citation Metrics:
Cited by: 52 works
Citation information provided by
Web of Science

Figures / Tables:

Figure 1 Figure 1: The approximate grid spacing in the (a) VR-CESM 0.25° and (b) VR-CESM 0.125° meshes used in this study. (c) A depiction of the transition from the global 1° resolution mesh through two layers of refinement to 0.25° and again to 0.125°.

Save / Share:

Works referenced in this record:

Evaluation and Comparison of Microphysical Algorithms in ARW-WRF Model Simulations of Atmospheric River Events Affecting the California Coast
journal, August 2009

  • Jankov, Isidora; Bao, Jian-Wen; Neiman, Paul J.
  • Journal of Hydrometeorology, Vol. 10, Issue 4
  • DOI: 10.1175/2009JHM1059.1

Exploring a Global Multiresolution Modeling Approach Using Aquaplanet Simulations
journal, April 2013

  • Rauscher, Sara A.; Ringler, Todd D.; Skamarock, William C.
  • Journal of Climate, Vol. 26, Issue 8
  • DOI: 10.1175/JCLI-D-12-00154.1

The Kain–Fritsch Convective Parameterization: An Update
journal, January 2004


Effects of Localized Grid Refinement on the General Circulation and Climatology in the Community Atmosphere Model
journal, April 2015

  • Zarzycki, Colin M.; Jablonowski, Christiane; Thatcher, Diana R.
  • Journal of Climate, Vol. 28, Issue 7
  • DOI: 10.1175/JCLI-D-14-00599.1

A New Vertical Diffusion Package with an Explicit Treatment of Entrainment Processes
journal, September 2006

  • Hong, Song-You; Noh, Yign; Dudhia, Jimy
  • Monthly Weather Review, Vol. 134, Issue 9
  • DOI: 10.1175/MWR3199.1

Using Variable-Resolution Meshes to Model Tropical Cyclones in the Community Atmosphere Model
journal, March 2014

  • Zarzycki, Colin M.; Jablonowski, Christiane; Taylor, Mark A.
  • Monthly Weather Review, Vol. 142, Issue 3
  • DOI: 10.1175/MWR-D-13-00179.1

Preliminary Study of California Wintertime Model Wet Bias
journal, September 2010

  • Chin, Hung-Neng S.; Caldwell, Peter M.; Bader, David C.
  • Monthly Weather Review, Vol. 138, Issue 9
  • DOI: 10.1175/2010MWR3409.1

Precipitation Simulations Using WRF as a Nested Regional Climate Model
journal, October 2009

  • Bukovsky, Melissa S.; Karoly, David J.
  • Journal of Applied Meteorology and Climatology, Vol. 48, Issue 10
  • DOI: 10.1175/2009JAMC2186.1

Regional climate modelling
journal, March 2008


A New Sea Surface Temperature and Sea Ice Boundary Dataset for the Community Atmosphere Model
journal, October 2008

  • Hurrell, James W.; Hack, James J.; Shea, Dennis
  • Journal of Climate, Vol. 21, Issue 19
  • DOI: 10.1175/2008JCLI2292.1

Limited area NWP and regional climate modeling: a test of the relaxation vs Eta lateral boundary conditions
journal, October 2012

  • Mesinger, Fedor; Veljovic, Katarina
  • Meteorology and Atmospheric Physics, Vol. 119, Issue 1-2
  • DOI: 10.1007/s00703-012-0217-5

Production of Temporally Consistent Gridded Precipitation and Temperature Fields for the Continental United States
journal, June 2005

  • Hamlet, Alan F.; Lettenmaier, Dennis P.
  • Journal of Hydrometeorology, Vol. 6, Issue 3
  • DOI: 10.1175/JHM420.1

Assessment of three dynamical climate downscaling methods using the Weather Research and Forecasting (WRF) model
journal, January 2008

  • Lo, Jeff Chun-Fung; Yang, Zong-Liang; Pielke, Roger A.
  • Journal of Geophysical Research, Vol. 113, Issue D9
  • DOI: 10.1029/2007JD009216

Differences between downscaling with spectral and grid nudging using WRF
journal, January 2012


North American Regional Reanalysis
journal, March 2006

  • Mesinger, Fedor; DiMego, Geoff; Kalnay, Eugenia
  • Bulletin of the American Meteorological Society, Vol. 87, Issue 3
  • DOI: 10.1175/BAMS-87-3-343

Overview of the California climate change scenarios project
journal, January 2008


CAM-SE: A scalable spectral element dynamical core for the Community Atmosphere Model
journal, November 2011

  • Dennis, John M.; Edwards, Jim; Evans, Katherine J.
  • The International Journal of High Performance Computing Applications, Vol. 26, Issue 1
  • DOI: 10.1177/1094342011428142

The North American Regional Climate Change Assessment Program: Overview of Phase I Results
journal, September 2012

  • Mearns, Linda O.; Arritt, Ray; Biner, Sébastien
  • Bulletin of the American Meteorological Society, Vol. 93, Issue 9
  • DOI: 10.1175/BAMS-D-11-00223.1

Mid-Century Ensemble Regional Climate Change Scenarios for the Western United States
journal, January 2004


Emissions pathways, climate change, and impacts on California
journal, August 2004

  • Hayhoe, K.; Cayan, D.; Field, C. B.
  • Proceedings of the National Academy of Sciences, Vol. 101, Issue 34
  • DOI: 10.1073/pnas.0404500101

Probabilistic estimates of future changes in California temperature and precipitation using statistical and dynamical downscaling
journal, March 2012


The effect of horizontal resolution on simulation quality in the Community Atmospheric Model, CAM5.1
journal, November 2014

  • Wehner, Michael F.; Reed, Kevin A.; Li, Fuyu
  • Journal of Advances in Modeling Earth Systems, Vol. 6, Issue 4
  • DOI: 10.1002/2013MS000276

A compatible and conservative spectral element method on unstructured grids
journal, August 2010


The ERA-Interim reanalysis: configuration and performance of the data assimilation system
journal, April 2011

  • Dee, D. P.; Uppala, S. M.; Simmons, A. J.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 137, Issue 656
  • DOI: 10.1002/qj.828

A Finite-Difference GCM Dynamical Core with a Variable-Resolution Stretched Grid
journal, November 1997


Mountain hydrology of the western United States: MOUNTAIN HYDROLOGY OF THE WESTERN US
journal, August 2006

  • Bales, Roger C.; Molotch, Noah P.; Painter, Thomas H.
  • Water Resources Research, Vol. 42, Issue 8
  • DOI: 10.1029/2005WR004387

A Multiscale Nonhydrostatic Atmospheric Model Using Centroidal Voronoi Tesselations and C-Grid Staggering
journal, September 2012

  • Skamarock, William C.; Klemp, Joseph B.; Duda, Michael G.
  • Monthly Weather Review, Vol. 140, Issue 9
  • DOI: 10.1175/MWR-D-11-00215.1

The Community Earth System Model: A Framework for Collaborative Research
journal, September 2013

  • Hurrell, James W.; Holland, M. M.; Gent, P. R.
  • Bulletin of the American Meteorological Society, Vol. 94, Issue 9
  • DOI: 10.1175/BAMS-D-12-00121.1

Empirical evidence for a recent slowdown in irrigation-induced cooling
journal, August 2007

  • Bonfils, C.; Lobell, D.
  • Proceedings of the National Academy of Sciences, Vol. 104, Issue 34
  • DOI: 10.1073/pnas.0700144104

Influences of climate change on California and Nevada regions revealed by a high-resolution dynamical downscaling study
journal, December 2010


Classification of Regional Climate Variability in the State of California
journal, August 2009

  • Abatzoglou, John T.; Redmond, Kelly T.; Edwards, Laura M.
  • Journal of Applied Meteorology and Climatology, Vol. 48, Issue 8
  • DOI: 10.1175/2009JAMC2062.1

A Variable-Resolution Finite-Element Technique for Regional Forecasting with the Primitive Equations
journal, April 1978


Hydroclimatology of the US Intermountain West
journal, May 2012


Physiographically sensitive mapping of climatological temperature and precipitation across the conterminous United States
journal, December 2008

  • Daly, Christopher; Halbleib, Michael; Smith, Joseph I.
  • International Journal of Climatology, Vol. 28, Issue 15
  • DOI: 10.1002/joc.1688

A Tutorial on Lateral Boundary Conditions as a Basic and Potentially Serious Limitation to Regional Numerical Weather Prediction
journal, November 1997


Variable resolution general circulation models: Stretched-grid model intercomparison project (SGMIP)
journal, January 2006

  • Fox-Rabinovitz, Michael; Côté, Jean; Dugas, Bernard
  • Journal of Geophysical Research, Vol. 111, Issue D16
  • DOI: 10.1029/2005JD006520

Generating surfaces of daily meteorological variables over large regions of complex terrain
journal, March 1997


Evaluation of a WRF dynamical downscaling simulation over California
journal, May 2009


Fifty-Seven-Year California Reanalysis Downscaling at 10 km (CaRD10). Part I: System Detail and Validation with Observations
journal, November 2007


Irrigation cooling effect: Regional climate forcing by land-use change
journal, January 2007

  • Kueppers, Lara M.; Snyder, Mark A.; Sloan, Lisa C.
  • Geophysical Research Letters, Vol. 34, Issue 3
  • DOI: 10.1029/2006GL028679

Experimental Tropical Cyclone Forecasts Using a Variable-Resolution Global Model
journal, October 2015

  • Zarzycki, Colin M.; Jablonowski, Christiane
  • Monthly Weather Review, Vol. 143, Issue 10
  • DOI: 10.1175/MWR-D-15-0159.1

The effect of horizontal resolution on simulation of very extreme US precipitation events in a global atmosphere model
journal, September 2009


A Brief Evaluation of Precipitation from the North American Regional Reanalysis
journal, August 2007

  • Bukovsky, Melissa S.; Karoly, David J.
  • Journal of Hydrometeorology, Vol. 8, Issue 4
  • DOI: 10.1175/JHM595.1

ENSO and Hydrologic Extremes in the Western United States*
journal, September 1999


WRF high resolution dynamical downscaling of ERA-Interim for Portugal
journal, March 2012

  • Soares, Pedro M. M.; Cardoso, Rita M.; Miranda, Pedro M. A.
  • Climate Dynamics, Vol. 39, Issue 9-10
  • DOI: 10.1007/s00382-012-1315-2

AMIP: The Atmospheric Model Intercomparison Project
journal, December 1992


Aquaplanet Experiments Using CAM’s Variable-Resolution Dynamical Core
journal, July 2014

  • Zarzycki, Colin M.; Levy, Michael N.; Jablonowski, Christiane
  • Journal of Climate, Vol. 27, Issue 14
  • DOI: 10.1175/JCLI-D-14-00004.1

California Wintertime Precipitation Bias in Regional and Global Climate Models
journal, October 2010

  • Caldwell, Peter
  • Journal of Applied Meteorology and Climatology, Vol. 49, Issue 10
  • DOI: 10.1175/2010JAMC2388.1

The spectral element method (SEM) on variable-resolution grids: evaluating grid sensitivity and resolution-aware numerical viscosity
journal, January 2014

  • Guba, O.; Taylor, M. A.; Ullrich, P. A.
  • Geoscientific Model Development, Vol. 7, Issue 6
  • DOI: 10.5194/gmd-7-2803-2014

A Long-Term Hydrologically Based Dataset of Land Surface Fluxes and States for the Conterminous United States*
journal, November 2002


A multiresolution method for climate system modeling: application of spherical centroidal Voronoi tessellations
journal, November 2008


Observed Scaling in Clouds and Precipitation and Scale Incognizance in Regional to Global Atmospheric Models
journal, December 2013


Conservation of Mass and Energy for the Moist Atmospheric Primitive Equations on Unstructured Grids
book, January 2011


Performance of the Weather Research and Forecasting Model for Month-Long Pan-Arctic Simulations
journal, November 2011

  • Cassano, John J.; Higgins, Matthew E.; Seefeldt, Mark W.
  • Monthly Weather Review, Vol. 139, Issue 11
  • DOI: 10.1175/MWR-D-10-05065.1

Decadal Variability of Precipitation over Western North America
journal, December 1998


Resolution effects on regional climate model simulations of seasonal precipitation over Europe
journal, June 2009


Challenging some tenets of Regional Climate Modelling
journal, August 2008

  • Laprise, R.; de Elía, R.; Caya, D.
  • Meteorology and Atmospheric Physics, Vol. 100, Issue 1-4
  • DOI: 10.1007/s00703-008-0292-9

Exploring a Multiresolution Approach Using AMIP Simulations
journal, July 2015


Characterizing Sierra Nevada Snowpack Using Variable-Resolution CESM
journal, January 2016

  • Rhoades, Alan M.; Huang, Xingying; Ullrich, Paul A.
  • Journal of Applied Meteorology and Climatology, Vol. 55, Issue 1
  • DOI: 10.1175/JAMC-D-15-0156.1

Works referencing / citing this record:

Microclimate–forage growth linkages across two strongly contrasting precipitation years in a Mediterranean catchment
journal, October 2019

  • Devine, Scott M.; O'Geen, Anthony T.; Larsen, Royce E.
  • Ecohydrology, Vol. 12, Issue 8
  • DOI: 10.1002/eco.2156

Projecting 21st century snowpack trends in western USA mountains using variable-resolution CESM
journal, March 2017


Future projections of wind patterns in California with the variable-resolution CESM: a clustering analysis approach
journal, January 2020


Simulating surface energy fluxes using the variable-resolution Community Earth System Model (VR-CESM)
journal, February 2019

  • Burakowski, Elizabeth A.; Tawfik, Ahmed; Ouimette, Andrew
  • Theoretical and Applied Climatology, Vol. 138, Issue 1-2
  • DOI: 10.1007/s00704-019-02785-0

California's Drought of the Future: A Midcentury Recreation of the Exceptional Conditions of 2012–2017
journal, November 2018


Climate, ecosystems, and planetary futures: The challenge to predict life in Earth system models
journal, February 2018


Impacts of absorbing aerosol deposition on snowpack and hydrologic cycle in the Rocky Mountain region based on variable-resolution CESM (VR-CESM) simulations
journal, January 2018

  • Wu, Chenglai; Liu, Xiaohong; Lin, Zhaohui
  • Atmospheric Chemistry and Physics, Vol. 18, Issue 2
  • DOI: 10.5194/acp-18-511-2018

Modeling extreme precipitation over East China with a global variable-resolution modeling framework (MPASv5.2): impacts of resolution and physics
journal, January 2019


Regional grid refinement in an Earth system model: impacts on the simulated Greenland surface mass balance
journal, January 2019

  • van Kampenhout, Leonardus; Rhoades, Alan M.; Herrington, Adam R.
  • The Cryosphere, Vol. 13, Issue 6
  • DOI: 10.5194/tc-13-1547-2019

Evaluation of Implicit-Explicit Additive Runge-Kutta Integrators for the HOMME-NH Dynamical Core
text, January 2019