452 Precipitation Rainshadow Rainshadow in westerly flow Annual Precipitation SW Olympic Slopes-Hoh Rain Forest: 150-170 inches yr-1 Sequim: roughly 15 inches per year. . Puget Sound Convergence Zone Progress in Precipitation Prediction in Terrain NGM, 80 km, 1995 NGM, 1995 2001: Eta Model, 22 km 36-km 12-km NWS WRF-NMM (12-km) 2007-2008 12-km UW MM5 Real-time 12-km WRF-AR and WRF-NMM are similar December 3, 200 0000 UTC Initia 12-h forecast 3-hr precip. 2007-2008 4-km MM5 Real-time Smaller Scale Terrain Modulates Precipitation 10-km 12-km 4-km Small-Scale Spatial Gradients in Climatological Precipitation on the Olym Alison M. Anders, Gerard H. Roe, Dale R. Durran, and Justin R. Minder Journal of Hydrometeorology Volume 8, Issue 5 (October 2007) pp. 1068–1081 Annual Climatologies of MM5 4km domain Verification of Small-Scale Orographic Effects Flow over terrain can be highly 3D and complex Convective Precipitation • Need at least 2-4 km resolution to get most convection even half right. • If grid spacing is more coarse must have cumulus parameterization--Kain-Fritsch is used for MM5/WRF. • Convection is least skillful precipitation in virtually all models. • High resolution models can potentially give a heads on type of precipitation a day ahead (squall line, supercell, etc.) Real-time WRF 4 km BAMEX Forecast Valid 6/10/03 12Z 4 km BAMEX forecast 36 h Reflectivity 4 km BAMEX forecast 12 h Reflectivity Composite NEXRAD Radar Real-time 12 h WRF Reflectivity Forecast Valid 6/10/03 12Z 4 km BAMEX forecast 10 km BAMEX forecast 22 km CONUS forecast Composite NEXRAD Radar Hurricane Isabel Reflectivity at Landfall 18 Sep 2003 1700 Z Radar Composite 41 h forecast from 4 km WRF Most West Coast heavy precip events are associated with “atmospheric rivers”, a.k.a. the “Pineapple Express” A relatively narrow current of warm, moist air from the subtropics…often starting near or just north of Hawaii. Associated with extraordinarily narrow filaments of moisture Precipitable Water From Mike Warner A Recent Devastating Pineapple Express: November 6-7, 2006 November 6-9, 2006 Dark Green: about 20 inches We know quite a bit about atmospheric rivers and heavy NW precipitation events, although there are still gaps in our knowledge Synoptic Set-Up for Top Fifty Events at Forks Courtesy of Michael Warner Precipitable Water 500 mb height SLP 850 mb Temp Extreme Precipitation Events • The current of warm, moist air associated with atmospheric rivers are found in the warm sector, parallel, near, and in front of the cold front. • Thus, atmospheric rivers are closely associated with the jet core and the region of large baroclinicity. Orographic Enhancement • Upslope flow greatly increases precipitation rates on terrain. • Thus, wind speed and angle of attach can greatly modify the extreme nature of the precipitation. Human Versus Objective Skill for Precipitation Forecasts: NWS Offices Around the US Prob. Of Precip.– Cool Season (0000/1200 UTC Cycles Combined) 0.7 Brier Score Improvement over Climate 0.6 Guid POPS 24 hr Local POPS 24 hr Guid POPS 48 hr Local POPS 48 hr 0.5 0.4 0.3 0.2 0.1 0 1966 1969 1972 1975 1978 1981 1984 Year 1987 1990 1993 1996 1999 2002 Brier Scores for Precipitation for all stations for the entire study period. Brier Score for all stations, 1 August 2003 – 1 August 2004. 3-day smoothing is performed on the data. Precipitation Brier Score for all stations, 1 August 2003 – 1 August 2004, sorted by geographic region. Reliability diagrams for period 1 (a), period 2 (b), period 3 (c) and period 4 (d). Rain Psychology More than a day out….Human Forecasters Tend to Overpredict 10-30% --exaggerating the threat of rain when it is not likely. “Its probably not going to rain…but I will throw in 10-30% anyway to cover myself” And underpredict rain when it is fairly definite. “Well it looks like it will rain…but I am unsure…so I will knock down the probabilities to 60-80% to cover myself” Humans Help with Heavier Precipitation The End Bias scores for the (a) 1.33and (b) 4-km model simulations for 1400 UTC 13 Dec 2001 through 0800 UTC 14 Dec 2001.