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

Title: Evaluating Variable‐Resolution CESM Over China and Western United States for Use in Water‐Energy Nexus and Impacts Modeling

Journal Article · · Journal of Geophysical Research: Atmospheres
DOI:https://doi.org/10.1029/2020JD034361· OSTI ID:1811352

Climate models are critical tools to study earth system processes and are often further downscaled to provide refined-resolution data sets for regional water-energy impact analyses. In this study, the Variable-Resolution Community Earth System Model (VR-CESM), a new dynamical downscaling method, is employed to generate 1/8° simulations for China and the western United States over 1970–2006. Precipitation, temperature, snowpack, radiation, and wind speed are compared with two 1° global climate models, regional climate model ensemble, and reference data sets to evaluate their fidelity. Simulated precipitation skill is dependent upon the reference data sets used, a slight (<+10%) and spatially consistent wet bias in China during summer and the western United States during winter. Precipitation bias in VR-CESM is the smallest among models and demonstrates the added value provided by resolution refinement. However, temperature biases are generally greater than precipitation due to more complicated interactions among processes. VR-CESM simulates +2°C warm bias in the low-elevation regions in China but -2°C cold bias in mountains. However, DJF cold bias (2.23°C to-3.37°C) and JJA warm bias (+1.13°C to +1.87°C) exist in the western United States. The modeling skills of precipitation and temperature at various topographies are similar in the two evaluated regions. The cold bias was likely affected by downward shortwave radiation deficit (-15%) and slow bias of surface wind speeds (-16% to -29%). Despite the wet and cold bias, snow water equivalent and snow cover are underestimated in mountains. We conclude that VR-CESM outperforms other models evaluated and provides the best estimation of downscaled climate model data for water-energy studies.

Research Organization:
Univ. of California, Berkeley, CA (United States); Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC); USDOE Office of International Affairs (IA). National Key Research and Development Program of China; USDOE Office of International Affairs (IA)
Grant/Contract Number:
DE‐IA0000018; DE‐SC0016605; IA0000018; SC0016605; AC02-05CH11231; 2018YFE0196000
OSTI ID:
1811352
Alternate ID(s):
OSTI ID: 1811354; OSTI ID: 1817739; OSTI ID: 1819185
Journal Information:
Journal of Geophysical Research: Atmospheres, Journal Name: Journal of Geophysical Research: Atmospheres Vol. 126 Journal Issue: 15; ISSN 2169-897X
Publisher:
American Geophysical Union (AGU)Copyright Statement
Country of Publication:
United States
Language:
English

References (75)

Independent Evaluation of Frozen Precipitation from WRF and PRISM in the Olympic Mountains journal October 2017
Effects of Localized Grid Refinement on the General Circulation and Climatology in the Community Atmosphere Model journal April 2015
A Long-Term Hydrologically Based Dataset of Land Surface Fluxes and States for the Conterminous United States: Update and Extensions journal December 2013
The future of wind energy in California: Future projections with the Variable-Resolution CESM journal November 2018
A New Sea Surface Temperature and Sea Ice Boundary Dataset for the Community Atmosphere Model journal October 2008
Evaluation of Turbulence Stability Schemes of Land Models for Stable Conditions journal March 2019
Simulating surface energy fluxes using the variable-resolution Community Earth System Model (VR-CESM) journal February 2019
How Do Microphysical Processes Influence Large‐Scale Precipitation Variability and Extremes? journal February 2018
A modeling study of irrigation effects on global surface water and groundwater resources under a changing climate: IRRIGATION EFFECTS ON WATER RESOURCES journal August 2015
Global-to-Regional Nested Grid Climate Simulations in the GFDL High Resolution Atmospheric Model journal July 2014
An evaluation of the variable‐resolution CESM for modeling California's climate journal January 2016
Towards convection-resolving, global atmospheric simulations with the Model for Prediction Across Scales (MPAS) v3.1: an extreme scaling experiment journal January 2016
Irrigation impacts on California's climate with the variable-resolution CESM: IRRIGATION IMPACTS IN VR-CESM journal August 2016
Optimization and uncertainty estimates of WMO regression models for the systematic bias adjustment of NLDAS precipitation in the United States journal January 2006
WCRP COordinated Regional Downscaling EXperiment (CORDEX): a diagnostic MIP for CMIP6 journal January 2016
The Changing Character of Twenty-First-Century Precipitation over the Western United States in the Variable-Resolution CESM journal September 2017
Evolution of ENSO-Related Rainfall Anomalies in East Asia journal November 2003
Climate change impacts on wind energy potential in the European domain with a focus on the Black Sea journal January 2018
A nonstationary bias-correction technique to remove bias in GCM simulations: Bias-Correction in the GCM Simulation journal May 2016
Global surface solar radiation and photovoltaic power from Coupled Model Intercomparison Project Phase 5 climate models journal July 2019
Power-generation system vulnerability and adaptation to changes in climate and water resources journal January 2016
A mass-flux cumulus parameterization scheme for large-scale models: description and test with observations journal January 2011
Projecting Changes in Societally Impactful Northeastern U.S. Snowstorms journal November 2018
Regionally refined test bed in E3SM atmosphere model version 1 (EAMv1) and applications for high-resolution modeling journal January 2019
Emissions pathways, climate change, and impacts on California journal August 2004
Do climate models project changes in solar resources? journal May 2016
Wind energy variability and links to regional and synoptic scale weather journal August 2018
Continental-scale water and energy flux analysis and validation for North American Land Data Assimilation System project phase 2 (NLDAS-2): 2. Validation of model-simulated streamflow: VALIDATION OF MODEL-SIMULATED STREAMFLOW journal February 2012
Marine Air Penetration in California’s Central Valley: Meteorological Drivers and the Impact of Climate Change journal January 2018
Arbitrary-Order Conservative and Consistent Remapping and a Theory of Linear Maps: Part I journal June 2015
Modeling extreme precipitation over East China with a global variable-resolution modeling framework (MPASv5.2): impacts of resolution and physics journal January 2019
The PERSIANN family of global satellite precipitation data: a review and evaluation of products journal January 2018
Storage in California's Reservois and Snowpack in this Time of Drought [English] journal June 2015
Arbitrary-Order Conservative and Consistent Remapping and a Theory of Linear Maps: Part II journal April 2016
The Beijing Climate Center Climate System Model (BCC-CSM): the main progress from CMIP5 to CMIP6 journal January 2019
Effects of soot-induced snow albedo change on snowpack and hydrological cycle in western United States based on Weather Research and Forecasting chemistry and regional climate simulations journal January 2009
Sensitivity of Mountain Hydroclimate Simulations in Variable‐Resolution CESM to Microphysics and Horizontal Resolution journal June 2018
Uncertainties in North American Land Data Assimilation Systems over the Contiguous United States journal June 2012
Datasets on hub-height wind speed comparisons for wind farms in California journal August 2018
Estimating the impact of climate change on wind and solar energy in Brazil using a South American regional climate model journal October 2019
Assessing Mountains as Natural Reservoirs With a Multimetric Framework journal September 2018
An East Asian Cold Surge: Case Study journal September 2002
Parameterization improvements and functional and structural advances in Version 4 of the Community Land Model: PARAMETERIZATION IMPROVEMENTS AND FUNCTIONAL AND STRUCTURAL ADVANCES journal January 2011
Characteristics of the western United States snowpack from snowpack telemetry (SNOTEL) data journal July 1999
Projected changes in wind speed and its energy potential in China using a high‐resolution regional climate model journal December 2019
Projected impacts of climate change on hydropower potential in China journal January 2016
Exploring a Variable-Resolution Approach for Simulating Regional Climate in the Rocky Mountain Region Using the VR-CESM: VR-CESM Simulation in the Rocky Mountains journal October 2017
An assessment of differences in gridded precipitation datasets in complex terrain journal January 2018
Climate change impact assessment on hydropower generation using multi-model climate ensemble journal August 2017
PERSIANN-CDR: Daily Precipitation Climate Data Record from Multisatellite Observations for Hydrological and Climate Studies journal January 2015
The Changing Character of the California Sierra Nevada as a Natural Reservoir journal December 2018
Potential impacts of climate change on European wind energy resource under the CMIP5 future climate projections journal February 2017
Physiographically sensitive mapping of climatological temperature and precipitation across the conterminous United States journal December 2008
Regional Climate Simulations With the Community Earth System Model journal June 2018
An ensemble of AMIP simulations with prescribed land surface temperatures journal January 2018
A Two-Way Nested Global-Regional Dynamical Core on the Cubed-Sphere Grid journal January 2013
Advanced Two-Moment Bulk Microphysics for Global Models. Part I: Off-Line Tests and Comparison with Other Schemes journal February 2015
The Persistent Cold-Air Pool Study journal January 2013
An Intercomparison of GCM and RCM Dynamical Downscaling for Characterizing the Hydroclimatology of California and Nevada journal September 2018
Impact of surface coupling grids on tropical cyclone extremes in high-resolution atmospheric simulations journal January 2016
Dynamical downscaling simulation and future projection of precipitation over China journal August 2015
Projecting 21st century snowpack trends in western USA mountains using variable-resolution CESM journal March 2017
Error Characteristics of Two Grid Refinement Approaches in Aquaplanet Simulations: MPAS-A and WRF journal September 2013
Enhanced groundwater recharge rates and altered recharge sensitivity to climate variability through subsurface heterogeneity journal February 2017
Accuracy assessment of the MODIS snow products journal January 2007
Validation of the North American Land Data Assimilation System (NLDAS) retrospective forcing over the southern Great Plains journal November 2003
Benchmarking NLDAS-2 Soil Moisture and Evapotranspiration to Separate Uncertainty Contributions journal March 2016
Connections between groundwater flow and transpiration partitioning journal July 2016
Comparison of the NLDAS Weather Forcing Model to Agrometeorological Measurements in the western United States journal March 2014
A long-term regional simulation and observations of the hydroclimate in China journal January 2007
Exploring a Variable‐Resolution Approach for Simulating Regional Climate Over the Tibetan Plateau Using VR‐CESM journal April 2019
Sources and pathways of the upscale effects on the Southern Hemisphere jet in MPAS-CAM4 variable-resolution simulations: UPSCALE EFFECTS IN MPAS-CAM4 journal November 2016
Evaluation of Tropical Cyclone Structure Forecasts in a High-Resolution Version of the Multiscale GFDL fvGFS Model journal March 2018
Dynamical downscaling of historical climate over CORDEX East Asia domain: A comparison of regional ocean-atmosphere coupled model to stand-alone RCM simulations: DYNAMICAL DOWNSCALING WITH A ROAM journal February 2016
Characterizing Sierra Nevada Snowpack Using Variable-Resolution CESM journal January 2016