Mc. Todd et al., A combined satellite infrared and passive microwave technique for estimation of small-scale rainfall, J ATMOSP OC, 18(5), 2001, pp. 742-755
There are numerous applications in climatology and hydrology where accurate
information at scales smaller than the existing monthly/2.5 degrees produc
ts would be invaluable. Here, a new microwave/infrared rainfall algorithm i
s introduced that combines satellite passive microwave (PMW) and infrared (
IR) data to account for limitations in both data types. Rainfall estimates
are produced at the high spatial resolution and temporal frequency of the I
R data using rainfall information from the PMW data. An IRTb-rain rate rela
tionship, variable in space and time, is derived from coincident observatio
ns of IRTb and PMW rain rate (accumulated over a calibration domain) using
the probability matching method. The IRTb-rain rate relationship is then ap
plied to IR imagery at full temporal resolution.
MIRA estimates of rainfall are evaluated over a range of spatial and tempor
al scales. Over the global Tropics and subtropics, optimum IR thresholds an
d IRTb-rain rate relationships are highly variable, reflecting the complexi
ty of dominant cloud microphysical processes. As a result, MIRA shows sensi
tivity to these variations, resulting in potentially useful improvements in
estimate accuracy at small scales in comparison to the Geostationary Opera
tional Environmental Satellite Precipitation Index (GPI) and the PMW-calibr
ated Universally Adjusted GPI (UAGPI). Unlike some existing PMW/IR techniqu
es, MIRA can successfully capture variability in rain rates at the smallest
possible scales. At larger scales MIRA and UAGPI produce very similar impr
ovements over the GPI. The results demonstrate the potential for a new high
-resolution rainfall climatology from 1987 onward, using International Sate
llite Cloud Climatology Project DX and Special Sensor Microwave Imager data
. For real-time regional or quasi-global applications, a temporally "rollin
g'' calibration window is suggested.