23rd Conference on Weather Analysis and Forecasting/19th Conference on Numerical Weather Prediction


Operational 2-h thunderstorm guidance forecasts to 24 hours on a 20-km grid

Jerome P. Charba, NOAA/NWS, Silver Spring, MD; and F. G. Samplatsky

The Meteorological Development Laboratory has recently completed implementation of 2-h thunderstorm probability and categorical forecasts to 24 hours for 20-km grid boxes over the continental United States. The thunderstorm event is defined as one or more cloud-to-ground lightning strikes in a grid box during the valid period. The guidance forecasts, which are issued at hourly intervals for a grid compatible with that used for the National Digital Forecast Database (NDFD) of the National Weather Service (NWS), are targeted primarily for aviation operations and flight planning.

The thunderstorm probabilities are based on the Localized Aviation MOS Program (LAMP) concept, whereby Global Forecast System (GFS) based model output statistics (MOS) thunderstorm probabilities issued four times daily are updated hourly. The forecast updates provided by LAMP thunderstorm probability regression equations arise from additional predictors specified from real time lightning strike and quality controlled radar reflectivity measurements, observed surface weather variables, and fine scale topography and lightning climatology. The lightning and radar predictors dominate in the first few forecast projections, whereas the MOS probability and various other predictors prevail thereafter.

The grid-oriented LAMP thunderstorm probability regression equations are geographically regionalized. With conventional specification of the regions and use of a fine-mesh grid, non-meteorological discontinuities in the probability patterns appeared along region boundaries. The problem was mitigated through two new procedures: (1) expanding the regions to introduce overlap among neighboring regions, and (2) performing smoothing along region boundaries where a residual discontinuity is detected. These procedures effectively mitigate the discontinuities without degrading forecast skill.

Verification of the operational thunderstorm probability and categorical forecasts shows strong skill in the 0-2 h period. Thereafter, the skill falls off rapidly with time such that in the 8 24 h projection range, it is just slightly higher than that for similar GFS-based MOS thunderstorm probabilities. The high skill in the first few projections is due to predictors derived from the latest lightning strike and radar reflectivity measurements, whereas the more modest skill thereafter results from simple advective models, supplementary GFS and climatological predictors, and model regionalization.

extended abstract  Extended Abstract (756K)

wrf recording  Recorded presentation

Session 15B, Statistical Techniques Part I
Thursday, 4 June 2009, 1:30 PM-3:00 PM, Grand Ballroom West

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