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Impact of Satellite Observations on Tropical Cyclone Track Forecasts James S. Goerss NRL Monterey March 5, 2008. NOGAPS Satellite Observation Impact Experiments.
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Impact of Satellite Observations on Tropical Cyclone Track Forecasts James S. Goerss NRL Monterey March 5, 2008
NOGAPS Satellite Observation Impact Experiments The current operational NOGAPS/NAVDAS data assimilation system was run with different combinations of observational data over two test periods: July-October 2005 and August-September 2006. The first period was an extremely active one covering most of the record-breaking Atlantic season with 18 hurricanes (including Katrina, Rita, and Wilma), 12 typhoons, and 20 tropical storms. The second period was not nearly as active with 9 hurricanes, 7 typhoons, and 10 tropical storms. The control run used all available conventional and satellite obser-vations. The satellite observations assimilated in these experiments consisted of feature-track winds from geostationary and polar-orbiting satellites, SSM/I precipitable water and wind speeds, AMSU-A radiances, and QuikSCAT and ERS-2 scatterometer winds.A number of exper-iments were run in which one type of satellite data was excluded. A final experiment was run excluding all satellite observations.
191 154 124 98 72 2005 Atlantic (July-October) Homogeneous TC Forecast Error (nm) Number of Forecasts
287 236 193 149 112 Atlantic 2005-2006 TC Forecast Error (nm) Number of Forecasts
Atlantic 2005-2006 Percent Improvement * Significant at the 90% level * * * * * * * * * * *
287 236 193 149 112 Number of Forecasts Atlantic 2005-2006 TC Forecast Error (nm)
Atlantic 2005-2006 Percent Improvement
737 603 473 345 253 Global (2005-2006) TC Forecast Error (nm) Number of Forecasts
Global (2005-2006) Percent Improvement * Significant at the 90% level * * * * * * * * * * * * *
737 603 473 345 253 Global (2005-2006) TC Forecast Error (nm) Number of Forecasts
Global (2005-2006) Percent Improvement
Summary and Conclusions For the 2005-2006 test periods the assimilation of the feature-track winds from geostationary satellites had the most impact for both the Atlantic and the combined basins. For the Atlantic, the impact due to the assimilation of SSM/I precipitable water and the AMSU-A radiances was significant at 24h and 48h and that due to the assimilation of scatterometer winds and SSM/I wind speeds were significant at 24h. For the combined basins, the impact due to the assimilation of SSM/I precipitable water was significant at all forecast lengths while that due to the assimilation of AMSU-A radiances was significant at 24h, 48h, and 120h. The impact due to the assimilation of all satellite observations upon the NOGAPS TC track forecasts for the 2005-2006 test periods was similar for both the Atlantic and the combined basins resulting in a gain in skill of roughly 12h for the 48-h and 72-h forecasts and a gain in skill of roughly 24h for the 96-h and 120-h forecasts. Although the assimilation of some satellite observation types did not result in statistically significant improve- ments, their assimilation contributed additively and even multiplicatively at some forecast lengths to reduction in NOGAPS track forecast error.
376 312 243 177 128 Number of Forecasts Global (July-September 2005) TC Forecast Error (nm)