NARCCAP Users Meeting 14-15 February 2008 NARCCAP Multi-Model Simulations: Initial NCEP-Driven Results Bill Gutowski, Ray Arritt, Gene Takle, Dave Flory,

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Presentation transcript:

NARCCAP Users Meeting February 2008 NARCCAP Multi-Model Simulations: Initial NCEP-Driven Results Bill Gutowski, Ray Arritt, Gene Takle, Dave Flory, John Baranick (Iowa State University) and The NARCCAP Modelers Team

NARCCAP Users Meeting February 2008 NARCCAP Participants Raymond Arritt, David Flory, William Gutowski, Gene Takle, Iowa State University, USA Richard Jones, W. Moufouma-Okia, Hadley Centre, UK Daniel Caya, Sébastien Biner, OURANOS, Canada David Bader, Phil Duffy, Lawrence Livermore National Laboratories, USA Filippo Giorgi, Abdus Salam ICTP, Italy Isaac Held, NOAA Geophysical Fluid Dynamics Laboratory, USA René Laprise, Univ. de Québec à Montréal, Canada Ruby Leung, Y. Qian, Pacific Northwest National Laboratories, USA Linda Mearns, Don Middleton, Doug Nychka National Center for Atmospheric Research, USA Ana Nunes, John Roads, Scripps Institution of Oceanography, USA Steve Sain, Univ. of Colorado at Denver, USA Lisa Sloan, Mark Snyder, Univ. of California at Santa Cruz, USA

NARCCAP Users Meeting February 2008 Comparison with observations Observations Observations  Precip: University of Washington VIC retrospective analysis  500 hPa Heights: North American Regional Reanalysis Comparison period: Comparison period:  1979 omitted - (a) spinup (b) WRFP began 1 Sep 79  UW data end in mid-2000 Analyses: monthly mean precipitation & 500 hPa Z Analyses: monthly mean precipitation & 500 hPa Z  Fields received at Iowa State for format check  For several regions in the U.S. (UW analysis extends to ~ 53 o N)

NARCCAP Users Meeting February 2008 Regions Analyzed

NARCCAP Users Meeting February 2008 Coastal California Mediterranean climate: wet winters and dry summers (Koeppen types Csa, Csb) ENSO can have strong effects on interannual variability of precip

NARCCAP Users Meeting February El Nino El Nino multi-year drought Monthly Time Series - Coastal CA

NARCCAP Users Meeting February 2008 Time Series Correlations - Coastal CA ModelCorrelation RCM MM5I0.946 ECPC0.966 MRCC0.959 Ensemble0.968

NARCCAP Users Meeting February 2008 Further Statistics - Coastal CA

NARCCAP Users Meeting February El Niño Strongest El Niño in the instrumental record.

NARCCAP Users Meeting February 2008 October 1997 RegCM3 MRCC MM5 RSM Observed (CRU)

NARCCAP Users Meeting February 2008 January 1998 RegCM3 MRCC MM5 RSM Observed (CRU)

NARCCAP Users Meeting February 2008 March 1998 RegCM3 MRCC MM5 RSM Observed (CRU)

NARCCAP Users Meeting February 2008 Circulation with Extreme Precipitation Precip. Max.: Feb 1998

NARCCAP Users Meeting February 2008 Simulated Circulation with Extreme Precipitation

NARCCAP Users Meeting February 2008 Deep South Humid mid-latitude climate with little seasonality in precip amount (Koeppen type Cfa). Past studies have found problems with RCM simulations of cool-season precip in this region.

NARCCAP Users Meeting February 2008 Monthly Time Series - Deep South

NARCCAP Users Meeting February 2008 ModelCorrelation RCM MM5I0.377 ECPC0.636 MRCC0.645 Ensemble0.597 Ensemble of MRCC and ECPC ECPC and MRCC both incorporate large-scale information in the domain interior: ECPC is a perturbation model (RSM), while MRCC uses spectral nudging. Time Series Correlations - Deep South

NARCCAP Users Meeting February 2008 too dry in the cool half of the year high rates (> 4 mm/day) are underpredicted Further Statistics - Deep South

NARCCAP Users Meeting February 2008 Circulation with Extreme Precipitation Precip. Max.: April 1991

NARCCAP Users Meeting February 2008 Simulated Circulation with Extreme Precipitation

NARCCAP Users Meeting February 2008 Comments and speculations A simple unweighted ensemble mean usually performs better than the best individual model, or close to the best model when spread is large. A simple unweighted ensemble mean usually performs better than the best individual model, or close to the best model when spread is large. Hypothesis: Downscaling of ENSO could be an especially suitable use for a coupled GCM-RCM: Hypothesis: Downscaling of ENSO could be an especially suitable use for a coupled GCM-RCM: RCMs perform well in coastal California during ENSO RCMs perform well in coastal California during ENSO Some AOGCMs can produce reasonable ENSO (see e.g., Van Oldenborgh et al. 2005). Some AOGCMs can produce reasonable ENSO (see e.g., Van Oldenborgh et al. 2005). Two of these AOGCMs are used in NARCCAP: GFDL CM2.1 and HadCM3. Two of these AOGCMs are used in NARCCAP: GFDL CM2.1 and HadCM3.

NARCCAP Users Meeting February 2008 Comments and speculations Incorporation of large-scale information into the RCM (whether through spectral nudging or use of a perturbation form of the governing equations) appears to be an advantage for the Deep South region. Incorporation of large-scale information into the RCM (whether through spectral nudging or use of a perturbation form of the governing equations) appears to be an advantage for the Deep South region. This advantage does not carry over to other regions (or is outweighed by other factors, e.g., model physics). This advantage does not carry over to other regions (or is outweighed by other factors, e.g., model physics).

5-Yr Return Period Amounts [mm/day] OBSERVATIONS Thanks to Hayley Fowler for diagnostic code

5-Yr Return Period Amounts [mm/day] OBS MM5-PNL MM5-ISU MRCC ECPC RegCM3

NARCCAP Users Meeting February 2008 Thank You Further Information 1. General: 2. Archive Information: 3. Data portal:

NARCCAP Users Meeting February 2008 EXTRAS

NARCCAP Users Meeting February 2008 U.S. Corn Belt Western part is a continental climate with warm summers and cold winters becoming less continental to the east. (Koeppen types Dfa, Dfb) Maximum precipitation in April-June seasonality of precip is important for agriculture, e.g., drawdown of soil moisture during the growing season Includes the Upper Mississippi River basin

NARCCAP Users Meeting February flood 1988 drought ModelCorrelation RCM MM5I0.692 ECPC0.636 MRCC0.760 Ensemble0.788

NARCCAP Users Meeting February 2008 too wet in winter/spring too dry in summer low rates (< 2 mm/day) are overpredicted high rates (> 4 mm/day) are underpredicted

NARCCAP Users Meeting February 2008 Upper Mississippi River Basin Continental climate with warm summers and cold winters (Koeppen types Dfa, Dfb). Maximum precipitation in April-June: seasonality of precip is important for impacts, e.g., drawdown of soil moisture during the growing season Most NARCCAP models simulated this region in the PIRCS project.

NARCCAP Users Meeting February flood 1988 drought ModelCorrelation RCM MM5I0.696 ECPC0.627 MRCC0.779 Ensemble0.791

NARCCAP Users Meeting February 2008 too wet in winter/spring too dry in summer low rates (< 2 mm/day) are overpredicted high rates are underpredicted

NARCCAP Users Meeting February and El Niños Some AOGCMs give realistic simulation of ENSO: see e.g., van Oldenborgh et al. (2005, Ocean Science) for IPCC AR4 models Do regional models give realistic precipitation during El Niño events? If so, perhaps a combined AOGCM-RCM approach can give useful results for ENSO in future climates. We examine evolution of precipitation during the and El Niño: onset, peak, and withdrawal.

NARCCAP Users Meeting February 2008 October 1982 RegCM3 MRCCMM5 RSM Observed (CRU)

NARCCAP Users Meeting February 2008 February 1983 RegCM3 MRCCMM5 RSM Observed (CRU)

NARCCAP Users Meeting February 2008 April 1983 RegCM3 MRCC MM5 RSM Observed (CRU)

NARCCAP Users Meeting February flood in the north-central U.S. The event mainly was the result of synoptic- mesoscale dynamics with little direct influence by terrain. This event was the subject of an early regional model intercomparison which performed 60-day simulations (PIRCS, 1B).

NARCCAP Users Meeting February 2008 Summer 1993 flood in central U.S. RegCM3 MRCCMM5 RSM Observed (CRU) July 1993 precipitation model skill is very similar to PIRCS 1B

5-Yr Return Period Amounts [mm/day] OBS ECPCRegCM3

OBS MM5-PNLMRCC

OBS MM5-PNLMM5-ISU