SAMPLING-INDUCED CONDITIONAL BIASES IN SATELLITE CLIMATE-SCALE RAINFALL ESTIMATES

Citation
Ml. Morrissey et Je. Janowiak, SAMPLING-INDUCED CONDITIONAL BIASES IN SATELLITE CLIMATE-SCALE RAINFALL ESTIMATES, Journal of applied meteorology, 35(4), 1996, pp. 541-548
Citations number
31
Categorie Soggetti
Metereology & Atmospheric Sciences
ISSN journal
08948763
Volume
35
Issue
4
Year of publication
1996
Pages
541 - 548
Database
ISI
SICI code
0894-8763(1996)35:4<541:SCBISC>2.0.ZU;2-H
Abstract
The effect of temporal sampling error in satellite estimates of climat e-scale rainfall is to produce a ''conditional'' bias where the algori thm overestimates high rainfall and underestimates low rainfall. Thus, the bias is conditional on the value of the estimate. This paper illu strates the problem using satellite infrared rainfall estimates togeth er with a well-known satellite algorithm and shows it to be a function of the averaging scale, the sampling rate, and the temporal autocorre lation structure of the satellite estimates. Using realistic sampling rates, it is shown that significant biases exist in satellite rainfall estimates if polar-orbiting data are used in their construction. A si mple correction for this bias based upon the estimated autocorrelation structure is given.