De. Chang et al., The effect of spaceborne microwave and ground-based continuous lightning measurements on forecasts of the 1998 Groundhog Day storm, M WEATH REV, 129(8), 2001, pp. 1809-1833
This study seeks to evaluate the impact of several newly available sources
of meteorological data on mesoscale model forecasts of the extratropical cy
clone that struck Florida on 2 February 1998. Intermittent measurements of
precipitation and integrated water vapor (IWV) distributions were obtained
from Special Sensor Microwave/Imager (SSM/I) and Tropical Rainfall Measurin
g Mission (TRMM) Microwave Imager (TMI) observations. The TMI also provided
sea surface temperatures (SSTs) with structural detail of the Loop Current
and Gulf Stream. Continuous lightning distributions were measured with a n
etwork of very low frequency radio receivers. Lightning data were tuned wit
h intermittent spaceborne microwave radiometer data through a probability m
atching technique to continuously estimate convective rainfall rates.
A series of experiments were undertaken to evaluate the effect of those dat
a on mesoscale model forecasts produced after assimilating processed rainfa
ll and IWV for 6 h. Assimilating processed rainfall, IWV, and SSTs from TMI
measurements in the model yielded improved forecasts of precipitation dist
ributions and vertical motion fields. Assimilating those data also produced
an improved 9-h forecast of the radar reflectivity cross section that was
validated with a coincident observation from the TRMM spaceborne precipitat
ion radar.
Sensitivity experiments showed that processed rainfall information had grea
ter impact on the rainfall forecast than IWV and SST information. Assimilat
ing latent heating in the correct location of the forecast model was found
to be more important than an accurate determination of the rainfall intensi
ty.