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Refinements to Atlantic Basin Seasonal Hurricane Prediction from 1 December Phil Klotzbach 33 rd Annual Climate Diagnostics and Prediction Workshop October 21, 2008 Phil Klotzbach 33 rd Annual Climate Diagnostics and Prediction Workshop October 21, 2008
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Gray et al. (1992)
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- Predictor pool too large – attempting to hindcast too many tropical cyclone metrics - Too many predictors utilized in forecasting each parameter – likely overfit the data - Tenuous links between individual predictors and tropical cyclone activity during the following year’s hurricane season (e.g., QBO) - Prediction scheme developed over the full data period – no “independent” testing done Problems with Earlier December Forecast Schemes
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Linear correlation between previous year’s QBO and the following year’s August- October sea surface temperature (a), August-October sea level pressure (b), August-October 200 mb zonal wind (c), and August-October 925 mb zonal wind (d)
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- To develop a statistical scheme for forecasting NTC from 1 December that shows hindcast skill over the dependent dataset of 1950-1989 and “forecast skill” over an “independent” dataset from 1990-2007 - To design this forecast utilizing NCEP/NCAR reanalysis - To determine physical relationships between predictors utilized in the forecast and Atlantic Basin tropical cyclones Objectives
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- Correlate October-November NCEP/NCAR reanalysis fields of sea level pressure, sea surface temperature and 500 mb geopotential height with seasonal NTC over the period from 1950-1989 - Add predictors to the forecast using a stepwise regression technique - Only keep predictors that explain an additional 3% in NTC variance over the periods of 1950-1989, 1990-2007 and 1950-2007 Methodology
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October-November Correlation between SST and the following year’s Atlantic NTC
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Predictor 1 Physics (+) October-November SST (55º-65ºN, 60º-10ºW) - Warm North Atlantic related to positive phase of the AMO - Strong auto-correlation between late fall North Atlantic SSTs and following summer/fall SSTs, both in the tropical and North Atlantic - Positive phase of the AMO is associated with a warm tropical Atlantic, low sea level pressures and reduced levels of vertical wind shear during the following August-October period
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Linear correlation between October-November SST in the North Atlantic (Predictor 1) and the following year’s August-October sea surface temperature (a), August- October sea level pressure (b), August-October 200 mb zonal wind (c), and August- October 925 mb zonal wind (d)
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Predictor 2 Physics (+) November 500 mb Geopotential Height (67.5º-85ºN, 50ºW-10ºE) - Predictor correlates at -0.73 with November Arctic Oscillation (AO) index - Negative AO values imply weaker westerlies, more blocking, a weaker Azores high, weaker trades and warmer tropical Atlantic SSTs - Warm tropical Atlantic SSTs, weaker vertical wind shear and lower pressures are clearly evident during the August-October period
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Linear correlation between November 500 mb heights in the far North Atlantic (Predictor 2) and the following year’s August-October sea surface temperature (a), August-October sea level pressure (b), August-October 200 mb zonal wind (c), and August-October 925 mb zonal wind (d)
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Predictor 3 Physics (+) November SLP (7.5º-22.5ºN, 175º-125ºW) - High pressure in the subtropical Northeast Pacific drives stronger trade winds encouraging mixing and upwelling – helping to initiate or prolong La Niña conditions - Strong trades also inhibit discharge of the warm pool in the western Pacific - La Niña is associated with anomalous upper-level easterlies during August – October, thereby reducing Atlantic basin vertical wind shear
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Linear correlation between November SLP in the subtropical Northeast Pacific (Predictor 3) and the following year’s August-October sea surface temperature (a), August-October sea level pressure (b), August-October 200 mb zonal wind (c), and August-October 925 mb zonal wind (d)
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Predictor1950-1989 (r) (40 Years) 1990-2007 (r) (18 Years) 1950-2007 (r) (58 Years) 10.480.560.55 20.520.480.51 30.330.530.36 Individual Predictor Correlations with Seasonal NTC
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Predictor1950-1989 (r 2 ) (40 Years) 1990-2007 (r 2 ) (18 Years) 1950-2007 (r 2 ) (58 Years) 10.230.310.30 1, 20.320.450.38 1, 2, 30.400.530.46 Stepwise Equation Regression Development with Seasonal NTC
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Ranking Methodology - Rank all statistical hindcast values from 1950-2007 - Assign observed NTC values based on the rankings assigned - Assign final hindcast NTC based on rank value - Hindcast NTC values restricted to range from 40 – 200
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Top 15 NTC Hindcasts Bottom 15 NTC Hindcasts 1950-2007 7 Major Hurricane Landfalls 2 Major Hurricane Landfalls Florida Peninsula and East Coast
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- Three predictors were selected that explained 54% of the variance in Net Tropical Cyclone activity over the 1950-2007 period - The scheme was developed over 1950-1989 and then tested over 1990-2007 - Utilizing these NTC hindcasts, one can issue United States landfall probability forecasts with skill well-exceeding climatology Summary and Conclusions Full discussion of forecast model available in: Klotzbach, P. J., 2008: Refinements to Atlantic basin seasonal hurricane prediction from 1 December. J. Geophys. Res., 113, D17109, doi: 10.1029/2008JD010047
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