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

Title: An Assessment of GCM Performance at a Regional Scale Using a Score-Based Method

Journal Article · · Advances in Meteorology
DOI:https://doi.org/10.1155/2018/7641019· OSTI ID:1481338

A multicriteria score-based method was developed to assess the performances of 18 general circulation models (GCMs) in the study region from 1970 to 2005. The results indicate the following. (1) GCMs simulate temperature better than rainfall. The temporal and spatial distributions of simulated temperature performed well compared with those from the observations. In comparison to temperature, the spatial distribution of simulated precipitation performed poorly. Most of the GCMs underestimated temperature and overestimated precipitation. (2) The Grubbs test was used to detect anomalous moving changes in the rank score (RS) results; the inm-cm4 and ipsl-cm5b-lr models were rejected when simulating temperature, while the bnu-esm and canesm2 models performed poorly when simulating precipitation. (3) Adding or removing any criterion does not significantly influence the RS result, which indicates that the multicriteria score-based method is robust. The advantages of using multicriteria score-based method to assess GCMs performance were demonstrated, and this method also provides a more comprehensive assessment when compared with the single-criterion method. The multicriteria method could replace other criteria as the research requirements and could be easily extended to different study regions; the results could be used for better informed regional climate change impact analyses.

Sponsoring Organization:
USDOE Office of Electricity (OE), Advanced Grid Research & Development. Power Systems Engineering Research
Grant/Contract Number:
2018YFC0407403
OSTI ID:
1481338
Journal Information:
Advances in Meteorology, Journal Name: Advances in Meteorology Vol. 2018; ISSN 1687-9309
Publisher:
Hindawi Publishing CorporationCopyright Statement
Country of Publication:
Egypt
Language:
English
Citation Metrics:
Cited by: 1 work
Citation information provided by
Web of Science

References (15)

The next generation of scenarios for climate change research and assessment journal February 2010
Hydro-Climatic Trends of the Yellow River Basin for the Last 50 Years journal July 2004
Estimates of the Regression Coefficient Based on Kendall's Tau journal December 1968
Evaluating uncertainties in the prediction of regional climate change journal May 2000
Techniques of trend analysis for monthly water quality data journal February 1982
Characterizing and comparing control-run variability of eight coupled AOGCMs and of observations. Part 1: temperature journal December 2003
A multivariate empirical-orthogonal-function-based measure of climate model performance journal January 2004
A GCM assessment of atmospheric seasonal predictability associated with soil moisture anomalies over North America journal November 1998
Evaluation of Techniques for the Operational, Single Station, Short-Term Forecasting of Rainfall at a Midlatitude Station (Melbourne) journal August 1987
Sample Criteria for Testing Outlying Observations journal March 1950
Spatial disaggregation of bias-corrected GCM precipitation for improved hydrologic simulation: Ping River Basin, Thailand journal January 2007
Assessment of regional seasonal rainfall predictability using the CPTEC/COLA atmospheric GCM journal November 2003
A score-based method for assessing the performance of GCMs: A case study of southeastern Australia: ASSESSING GCMS journal May 2013
Classification of flow Regimes for Environmental flow Assessment in Regulated Rivers: the huai River Basin, China journal January 2011
Calculation of probability density functions for temperature and precipitation change under global warming journal January 2008

Similar Records

A Multiyear Ensemble Simulation of the U.S. Climate with a Stretched-Grid GCM
Journal Article · Thu Sep 01 00:00:00 EDT 2005 · Monthly Weather Review · OSTI ID:1481338

Dynamical Downscaling of GCM Simulations: Toward the Improvement of Forecast Bias over California
Technical Report · Wed Sep 24 00:00:00 EDT 2008 · OSTI ID:1481338

Feasibility of seasonal forecasts inferred from multiple GCM simulations
Journal Article · Mon May 01 00:00:00 EDT 1995 · Journal of Climate · OSTI ID:1481338

Related Subjects