280 likes | 496 Views
Using Short Range Ensemble Model Data in National Fire Weather Outlooks. Sarah J. Taylor David Bright, Greg Carbin, Phillip Bothwell NWS/Storm Prediction Center Richard Naden Southwest Predictive Services. Overview. SPC Fire Weather Program Use of short range ensemble forecasts (SREF)
E N D
Using Short Range Ensemble Model Data in National Fire Weather Outlooks Sarah J. Taylor David Bright, Greg Carbin, Phillip Bothwell NWS/Storm Prediction Center Richard Naden Southwest Predictive Services
Overview • SPC Fire Weather Program • Use of short range ensemble forecasts (SREF) • Case Studies • July 8, 2003 • Recent Santa Ana event (October 25-31, 2003) • Conclusions
SPC Fire Weather Program • Fire weather forecasts began in 1998 • Purpose is to provide national fire weather guidance to NWS, federal, state and local government agencies • Product will outlook areas where critical fire weather conditions combined with pre-existing fuel conditions forecast to occur
SPC Fire Weather ProgramTypes of Outlooks: • Critical Fire Weather Areas • Extremely Critical Fire Weather Areas • Dry Thunderstorm Areas • Issued for widespread dry lightning
Critical Fire Weather Area • Outlooks based on forecasts of Relative Humidity, maximum temperatures, sustained winds, and pre-existing fuels • RH criteria varies by geography • Temperatures must be greater than 60 F • Sustained surface winds (10 meter) must be greater than 20 mph • High Fire Danger Class Index, low 100/1000 hr fuel moisture, long term drought
Use of SREF output • What is an ensemble forecast?? • Collection of different model solutions • By changing the initial conditions, different forecast solutions are created • SPC uses a 15 member ensemble from NCEP • Consists of Eta, Eta KF, RSM models • 48 km resolution
Use of SREF output • Ensemble forecasts first applied operationally in the 1990s • Studies have shown that ensembles are more skillful than using 1 single model (Wandishin et al, 2001, Bright and Mullen 2001) • SPC began using SREF operationally in 2002
Use of SREF output • At the SPC, nearly 300 SREF products are available: • Relative Humidity • Temperature • Wind • Fosberg Fire Weather Index • Haines Index • Convective precipitation • Combinations of the above
Use of SREF outputStatistical Fields • Mean and Spread • Shows the “average” of the ensemble • Will smooth small scale features • Probability • Indicate the percentage of ensemble members which meet certain criteria • Extreme values • Useful in predicting “worst case” events
Fosberg Fire Weather Index Mean and Standard Deviation Valid July 8 at 2100 UTC
Probability of Fosberg FWI greater than 75 Probability of Fosberg FWI greater than 50
Maximum Fosberg Fire Weather Index valid 18 UTC July 8, 2003
Case Studies/Verification • SPC Fosberg Fire Weather Index is used to verify fire weather outlooks • Index is calculated with local objective analysis scheme • Fosberg FWI greater than 50 is a “threshold” value
Case Studies (July 8, 2003) • Forecast valid at 18 UTC on July 8 • Minimum RH with Mean Surface Wind Sustained winds 20 kts or greater Minimum RH less than 5%
Santa Ana Event October 2003 • Statewide loss of 20 lives • 2600 houses with over 725,000 acres burned • Monetary loss figures for the disaster are estimated to be over two billion dollars
2055 UTC October 27, 2003 Image courtesy of Liam Gumley, Space Science and Engineering Center, UW-Madison
Santa Ana Event October 2003 • SREF showed some skill • Increased resolution of model would likely create better forecasts • Fosberg Fire Weather Index did not verify well for this event
Conclusions • Short range ensemble forecasts will be used more and more in the future • With increased experience and development, ensembles will likely prove to be more useful than a single deterministic model
Conclusions (Continued) • Model resolution increases • Better model physics • Ongoing research in Initial Condition perturbations • Increased ensemble spread • Data mining tools and display
Acknowledgements • The authors would like to thank Steve Weiss at the Storm Prediction Center for his review and Jason Levit for his assistance with case study data
For more information • Visit the SPC Fire Weather Page: • www.spc.noaa.gov/fire • Page contains latest SPC fire outlooks, Eta forecasts and latest surface analysis • Will include ensemble forecast guidance in the future • This presentation is available online: www.spc.noaa.gov/publications/taylor/srefams.html Email: Sarah.Taylor@noaa.gov