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Published byAnnabelle Little Modified over 9 years ago
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Dynamical downscaling of future climates Steve Hostetler, USGS Jay Alder, OSU/USGS Andrea Schuetz, USGS/OSU Environmental Computing Center, COAS/OSU
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The Goal of Downscaling T31 (~3.75 o ) A/OGCM 15 km
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Ronald J Stouffer Karl Taylor, Jerry Meehl and many others Global Simulations CMIP & IPCC AR5
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Annual Average Temperature OBS Alder et al., in prep
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Annual Average Precipitation OBS Alder et al., in prep
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Annual TS2 Bias Alder et al., in prep
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Annual Precipitation Bias Alder et al., in prep
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Sensitivity to Doubled CO2 Alder et al., in prep
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DJF El Niño TS2 Composites OBS Alder et al., in prep
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DJF La Niña Precipitation Composites OBS
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(Figure: Patrick J. Bartlein, Univ. of Oregon) IPCC AR4 GCM Climate Simulations 4.8 o C 6.2 o C
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Dynamic: Regional model + true simulation of high resolution forcing and climate + large, internally consistent set of atmosphere/surface variables -very time consuming, compute intensive -limited number of driving GCMs (we’re using 3 or 4) -added model bias (e.g., convective parameterizations) Both: Statistical significance? Statistical: Interpolate EXP-CTL s + fast (relatively) + high resolution (e.g., 4 km) + multiple GCMs for ensembles (e.g., 21) - limited ability to correct for displaced features -mass, heat conservation? Leading downscaling techniques
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T31 50 km 15 km Topography
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500 mb ht and wind AOGCM – RCM Nesting
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Surface Fields
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July 2-m Temperature T31 50 km 15 km
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15 km Domains 64,256 grid points, 23 levels 2.5 months/day 5 Tb/10 yrs
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GFDL January TA 2X CO22X-1X
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GFDL January PRATE 2X CO22X-1X
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GFDL July TA 2X CO22X-1X
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GFDL July PRATE 2X CO22X-1X
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t-test f-test TA Total precipitation SWEConvective precipitation ET Root zone moisture t-test f-test t-test f-test t-test f-test t-test f-test t-test f-test Significance of Regional 2X-1X Changes green: mean +red: mean -
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GFDL July Convection and Soil Moisture 1X > 2 mm Soil moisture 2X-1X 1X < 2 mm 2X > 2 mm2X < 2 mm
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2x-1x CO 2 January PBL HeightMax 10 m wind
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2x-1x CO 2 July PBL HeightMax 10 m wind
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Stream temperatureBasin water balanceSnow --model/satellite Glacier mass balance/flow Vegetation dynamics Wildfire Lake temperature Process Model Applications
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