Gr. North et al., THE GROUND-TRUTH PROBLEM FOR SATELLITE ESTIMATES OF RAIN RATE, Journal of atmospheric and oceanic technology, 11(4), 1994, pp. 1035-1041
In this paper a scheme is proposed to use a point raingage to compare
contemporaneous measurements of rain rate from a single-field-of-view
estimate based on a satellite remote sensor such as a microwave radiom
eter. Even in the ideal case the measurements are different because on
e is at a point and the other is an area average over the field of vie
w. Also the point gauge will be located randomly inside the field of v
iew on different overpasses. A space-time spectral formalism is combin
ed with a simple stochastic rain field to find the mean-square deviati
ons between the two systems. It is found that by combining about 60 vi
sits of the satellite to the ground-truth site, the expected error can
be reduced to about 10% of the standard deviation of the fluctuations
of the systems alone. This seems to be a useful level of tolerance in
terms of isolating and evaluating typical biases that might be contam
inating retrieval algorithms.