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Title: Impacts of Model Bias on the Climate Change Signal and Effects of Weighted Ensembles of Regional Climate Model Simulations: A Case Study over Southern Québec, Canada

Journal Article · · Advances in Meteorology
DOI:https://doi.org/10.1155/2016/1478514· OSTI ID:1376064
 [1];  [2];  [2]
  1. APEC Climate Center (APCC), Busan (Republic of Korea)
  2. Univ. of Quebec, Montreal (Canada). Etude et Simulation du Climat a l'Echelle Regionale (ESCER)

This study examined the impact of model biases on climate change signals for daily precipitation and for minimum and maximum temperatures. Through the use of multiple climate scenarios from 12 regional climate model simulations, the ensemble mean, and three synthetic simulations generated by a weighting procedure, we investigated intermodel seasonal climate change signals between current and future periods, for both median and extreme precipitation/temperature values. A significant dependence of seasonal climate change signals on the model biases over southern Québec in Canada was detected for temperatures, but not for precipitation. This suggests that the regional temperature change signal is affected by local processes. Seasonally, model bias affects future mean and extreme values in winter and summer. In addition, potentially large increases in future extremes of temperature and precipitation values were projected. For three synthetic scenarios, systematically less bias and a narrow range of mean change for all variables were projected compared to those of climate model simulations. In addition, synthetic scenarios were found to better capture the spatial variability of extreme cold temperatures than the ensemble mean scenario. Finally, these results indicate that the synthetic scenarios have greater potential to reduce the uncertainty of future climate projections and capture the spatial variability of extreme climate events.

Research Organization:
APEC Climate Center (APCC), Busan (Republic of Korea)
Sponsoring Organization:
USDOE Office of Science (SC); National Science Foundation (NSF)
Grant/Contract Number:
14AWMP-B082564-01
OSTI ID:
1376064
Journal Information:
Advances in Meteorology, Vol. 2016; ISSN 1687-9309
Publisher:
HindawiCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 4 works
Citation information provided by
Web of Science

References (27)

Anthropogenic climate change over the Mediterranean region simulated by a global variable resolution model journal February 2003
Recent warming amplification over high elevation regions across the globe journal July 2013
Perspectives for Very High-Resolution Climate Simulations with Nested Models: Illustration of Potential in Simulating St. Lawrence River Valley Channelling Winds with the Fifth-Generation Canadian Regional Climate Model journal April 2015
Simulations of Present and Future Climates in the Western United States with Four Nested Regional Climate Models journal March 2006
The ERA-40 re-analysis journal October 2005
Sensitivity of seasonal precipitation extremes to model configuration of the Canadian Regional Climate Model over eastern Canada using historical simulations journal February 2014
PRUDENCE employs new methods to assess European climate change journal January 2002
Temperature change signals in northern Canada: convergence of statistical downscaling results using two driving GCMs journal January 2007
The simulation of SST, sea ice extents and ocean heat transports in a version of the Hadley Centre coupled model without flux adjustments journal February 2000
Evaluating the performance and utility of regional climate models: the PRUDENCE project journal March 2007
An inter-comparison of regional climate models for Europe: model performance in present-day climate journal March 2007
Multi-model ensemble estimates of climate change impacts on UK seasonal precipitation extremes journal March 2009
Does the model regional bias affect the projected regional climate change? An analysis of global model projections: A letter journal May 2010
Evaluation of regional climate model simulations versus gridded observed and regional reanalysis products using a combined weighting scheme journal August 2011
Model weighting based on mesoscale structures in precipitation and temperature in an ensemble of regional climate models journal December 2010
EURO-CORDEX: new high-resolution climate change projections for European impact research journal July 2013
GFDL's CM2 Global Coupled Climate Models. Part I: Formulation and Simulation Characteristics journal March 2006
An assessment of Canadian prairie drought: past, present, and future journal June 2012
A second generation of homogenized Canadian monthly surface air temperature for climate trend analysis: HOMOGENIZED CANADIAN TEMPERATURE journal September 2012
Weight assignment in regional climate models journal December 2010
Assessing the Transferability of the Regional Climate Model REMO to Different COordinated Regional Climate Downscaling EXperiment (CORDEX) Regions journal February 2012
Developing a likely climate scenario from multiple regional climate model simulations with an optimal weighting factor journal December 2013
Current and perturbed climate as simulated by the second-generation Canadian Regional Climate Model (CRCM-II) over northwestern North America journal November 2003
Can model weighting improve probabilistic projections of climate change? journal October 2011
Warming asymmetry in climate change simulations journal January 2001
Using an ultrahigh-resolution regional climate model to predict local climatology
  • Wang, Changgui; Jones, Richard; Perry, Matthew
  • Quarterly Journal of the Royal Meteorological Society, Vol. 139, Issue 677 https://doi.org/10.1002/qj.2081
journal January 2013
Identifying Key Sources of Uncertainty in Climate Change Projections journal January 2000

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