Statistical Downscaling of the CMIP5 Archive for Impacts Research - - PowerPoint PPT Presentation
Statistical Downscaling of the CMIP5 Archive for Impacts Research - - PowerPoint PPT Presentation
Statistical Downscaling of the CMIP5 Archive for Impacts Research Bridget Thrasher, PhD Climate Analytics Group 6 th Biennial Lake Tahoe Basin Science Conference May 23, 2012 CMIP5 C oupled M odel I ntercomparison P roject Phase 5 Basis
CMIP5
- Coupled Model Intercomparison Project
Phase 5
- Basis of IPCC AR5
- Standard set of simulations
- Available through Earth System Grid
– pcmdi3.llnl.gov/esgcet
CMIP5 Archive
Model Names ACCESS1-0 HadGEM2-ES CanESM2 INMCM4 CCSM4 IPSL-CM5A-LR CNRM-CM5 IPSL-CM5A-MR CSIRO-Mk3-6-0 MIROC-ESM FGOALS-g2 MIROC-ESM-CHEM GFDL-CM3 MIROC5 GFDL-ESM2G MPI-ESM-LR GFDL-ESM2M MRI-CGCM3 GISS-E2-R NorESM1-M
CMIP5 GHG Forcings
Meinshausen et al., Climatic Change, 2011
Method: BCSD
- Bias Correction/Spatial Downscaling
– Described in Wood et al, 2002, and Wood et al, 2004
- Applied to monthly averages
- 800m PRISM used for gridded observations
– www.prism.oregonstate.edu
- Reference period 1950-2005
Ensemble Statistics
Average Annual Precipitation
2020s 2050s 2080s
Annual Total Precipitation RCP4.5
200 400 600 800 1000 1200 1400 1600 1800 2000 2200 mm/yr p20 RCP4.5 p50 RCP4.5 p80 RCP4.5 Ref Avg
Annual Total Precipitation RCP8.5
200 400 600 800 1000 1200 1400 1600 1800 2000 2200 mm/yr p20 RCP8.5 p50 RCP8.5 p80 RCP8.5 Ref Avg
Precipitation Extremes RCP4.5
2 4 6 8 10 12 14 16 18 20 22 mm/d p20 RCP4.5 p50 RCP4.5 p80 RCP4.5 Ref Avg
Precipitation Extremes RCP8.5
2 4 6 8 10 12 14 16 18 20 22 mm/d p20 RCP8.5 p50 RCP8.5 p80 RCP8.5 Ref Avg
Average Annual Tmax
2020s 2050s 2080s
Tmax Extremes RCP4.5
22 24 26 28 30 32 34 deg C p20 RCP4.5 p50 RCP4.5 p80 RCP4.5 Ref Avg
Tmax Extremes RCP8.5
22 24 26 28 30 32 34 deg C p20 RCP8.5 p50 RCP8.5 p80 RCP8.5 Ref Avg
Average Annual Tmin
2020s 2050s 2080s
Tmin Extremes RCP4.5
- 10
- 9
- 8
- 7
- 6
- 5
- 4
- 3
- 2
- 1
1 deg C p20 RCP4.5 p50 RCP4.5 p80 RCP4.5 Ref Avg
Tmin Extremes RCP8.5
- 10
- 9
- 8
- 7
- 6
- 5
- 4
- 3
- 2
- 1
1 deg C p20 RCP8.5 p50 RCP8.5 p80 RCP8.5 Ref Avg
Conclusions
- No consensus on precipitation
– Ensemble average shows no change – Ensemble extremes wet and dry
- Maximum temperature increasing
– Range over 21C ~2-8 degrees
- Minimum temperature increasing