N. Pierdicca et al., PRECIPITATION RETRIEVAL FROM SPACEBORNE MICROWAVE RADIOMETERS BASED ON MAXIMUM A-POSTERIORI PROBABILITY ESTIMATION, IEEE transactions on geoscience and remote sensing, 34(4), 1996, pp. 831-846
A retrieval technique for estimating rainfall rate and precipitating c
loud parameters from spaceborne multifrequency microwave radiometers i
s described. The algorithm is based on the maximum a posteriori probab
ility criterion (MAP) applied to a simulated data base of cloud struct
ures and related upward brightness temperatures, The cloud data base i
s randomly generated by imposing the mean values, the variances, and t
he correlations among the hydrometeor contents at each layer of the cl
oud vertical structure, derived from the outputs of a time-dependent m
icrophysical cloud model, The simulated upward brightness temperatures
are computed by applying a plane-parallel radiative transfer scheme,
Given a multifrequency brightness temperature measurement, the MAP cri
terion is used to select the most probable cloud structure within the
cloud-radiation data base, The algorithm is computationally efficient
and has been numerically tested and compared against other methods, It
s potential to retrieve rainfall over land has been explored by means
of Special Sensor Microwave/Imager measurements for a rainfall event o
ver Central Italy, The comparison of estimated rain rates with availab
le raingauge measurements is also shown.