Previous studies have shown that thunderstorms often form along bounda
ry-layer convergence lines (boundaries) detected by sensitive Doppler
radars similar to the WSR-88D. In this paper, high-resolution mesonet
observations (10-15-km spacing and 1-min averages) and sounding data (
eight stations within 25 000 km2 and 1-6-h frequency) collected in nor
theast Colorado are examined to determine their utility for forecastin
g precisely when and where storms initiate along boundaries. Stability
indices derived from mesonet and sounding data were useful in identif
ying stable regions where storm initiation was unlikely. However, in r
egions where indices indicated a degree of latent instability, storms
often did not form and if they did their intensities were not correlat
ed to the magnitude of the instability. Two-dimensional numerical mode
l studies show that in a near-neutral environment (as typical during a
Denver, Colorado summer afternoon), surface temperature and/or dewpoi
nt fluctuations of 2-4-degrees-C can be significant for storm initiati
on. Small-scale fluctuations of this magnitude are common. In addition
, observations and numerical model results suggest that in the High Pl
ains, profiles of boundary-layer moisture are necessary to identify th
e precise locations of storm initiation along convergence lines. Meson
ets cannot provide this information and it is impractical to obtain it
solely from soundings. Cumulus clouds identify regions where moisture
is mixed to the cloud condensation level. Therefore, monitoring cloud
location and development with visual observations, very sensitive rad
ars, and satellite imagery is a useful indirect means for identifying
regions of deep moisture. It is argued that the rules for forecasting
short-term, time-specific locations of thunderstorm initiation, presen
ted in a previous paper by the authors are not significantly changed b
y the addition of high-resolution mesonet and sounding data. Observati
ons and numerical model results reinforce the importance of using the
locations of clouds, stationary boundaries, and horizontal rolls as po
tential indicators of deep moisture and potential locations of thunder
storm initiation. Mesonet and sounding data are primarily useful for i
dentifying the potential within a mesoscale air mass for thunderstorm
initiation. Therefore, mesonet spacing of 25 to 50 km and access to a
morning sounding are felt to be adequate.