Ps. Mikkelsen et al., PROPERTIES OF EXTREME POINT RAINFALL .3. IDENTIFICATION OF SPATIAL INTER-SITE CORRELATION STRUCTURE, Atmospheric research, 40(1), 1996, pp. 77-98
A general stochastic model that describes the observed variability of
extreme rainfall properties estimated at different sites in a region i
s developed. The observed variability is divided into sampling variabi
lity and variability due to regional heterogeneity. A method for estim
ating the inter-site correlation structure of the at-site sampling err
ors based on partial duration series theory is developed, and geostati
stical theory is introduced to estimate the spatial correlation struct
ure of the true, but unknown, variables. On this basis the variance of
the regional mean value can be determined and used in a regional desi
gn approach. The theory is applied to extreme values of rainfall depth
and maximum 10 minutes intensity per rainfall event measured at 43 ga
uging stations in Denmark. Adding one design standard deviation to the
regionally averaged T-year event estimates yields increased design va
lues between 8 and 18%, depending on the return period and the rainfal
l characteristic considered. For small return periods this compares to
results obtained from traditional non-parametric statistics, but for
large return periods the suggested approach yields significantly lower
and more accurate design values.