Hurricane Forecast Models
Transcription
Hurricane Forecast Models
A Few Words on Hurricane Forecasts Forecast Track Error Rule of Thumb for Forecast Track Errors: 24 hours 40 nm 48 hours 70 nm 72 hours 100 nm Today’s 3-Day Forecast is as good as a 1-Day Forecast in 1990. Intensity Error Intensity Forecasts are still in need of improvement: Rule of Thumb: Error ± 10 kts What’s With All the Models? Models of Interest • Global Models (Track) – European Center (ECMWF): EMX, EMXI – NOAA (GFS): GFSO • Ensemble of Global Models (Track) – GFS Ensemble: AEMN – ECMWF Ensemble: Can find at Hart-FSU • Limited Area Models (Intensity) – HWRF – GFDL • “Super Ensembles” of Many Models (Track and Intensity) – TVCN/TVCA/TVCE (acronym keeps changing) – FSSE (Florida State, proprietary) – ICON and IVCN: Intensity ensembles Forecast Track Skill in 2012 (Atlantic Basin) The Best: FSU Super Ensemble NHC Official Forecast GFS Ensembles ECMWF Ensembles GFS ECMWF Intensity Skill in 2012 (Atlantic Basin) After 24 hours, ensembles are clearly better. But improvement over reference (low skill) forecast is only 10-20%, compared to 50-80% for track error. GFS Ensemble Forecasts for Sandy (72 hours before landfall) ECMWF Ensemble Forecast for Sandy (72 hours before landfall) Why Do Ensembles Work? • Even a perfect model (with equations that mimic nature) will eventually go astray. • This is a result of the sensitivity of the model to slight errors in its initial conditions. – We can never completely observe the atmosphere. • By introducing “expected” errors into the initial conditions, we can get an idea of the “spread” of the possible forecasts, and, the mean value becomes a very reliable forecast. A Word on Forecast Timing • NHC tropical storm forecasts are posted every six hours with intermediate updates, if needed, between forecasts. • The time it takes to prepare the forecast means that they are based on analysis of earlier models (“Early Runs”). • By the time forecast is issued, latest runs are just coming online. Latest Developments HFIP-EFS • Hurricane Forecast Improvement Project (HFIP), Ensemble Forecast System (EFS). • Hurricanes/TS can alter the flow in which they are embedded. This alteration can feedback into TS track and intensity. • Large scale flow, which strongly impacts track, can be resolved at resolution ∆x ≈ 15-20 km. • Inner core dynamics, which determines intensity, requires ∆x ≈ 1-5 km. http://storm.aoml.noaa.gov/hwrfxprojects/?projectName=HFIP+Demo+2010 http://www.hfip.org/related_links/ Improvements • Higher Resolution Models – A function of Moore’s Law • Improvements to Initial Model State – How do you start a model? – Incorporation of aircraft data (e.g., radar, dropsondes) • “Better” Ensembles – Short range model ensembles for intensity. – Better “post-processing” of model output. Useful Tropical Weather Links: • • • • • • • • NHC Pages: Tropical Outlook Satellite Data: SSEC-UW UKMet-Africa Blogs: Jeff Masters Model Comparisons: WxU-Tropical Bob Hart FloridaWM Storm Surge Forecasts: NOAA-OPC NOAA WaveWatch Storm Surge Observations: CO-OPS Historical Archive: UW-MKE ESRL Demo Hurricane Model Descriptions: WUnder NHC
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