M. Borga et A. Vizzaccaro, ON THE INTERPOLATION OF HYDROLOGIC VARIABLES - FORMAL EQUIVALENCE OF MULTIQUADRATIC SURFACE FITTING AND KRIGING, Journal of hydrology, 195(1-4), 1997, pp. 160-171
The paper focuses on the ties of kriging with a deterministic interpol
ation procedure, known as multiquadratic surface fitting. The two meth
ods are compared, first from a theoretical point of view, then using a
practical example. It is shown that kriging equations with a linear v
ariogram model are identical in form to equations of multiquadratic su
rface fitting with cone surfaces. The issue of the accuracy of both es
timators is discussed through a case study where hourly rainfall maps
of real storm events collected by radar provided the reference rainfal
l. Random point sampling of the accumulation pattern simulated gauge r
eturns. Eight sampling densities were used and for each density rainfa
ll spatial distributions were estimated for a large number of realisat
ions. It is shown that kriging performs better at lower gauge density,
while at higher gauge density the accuracy of both estimators is simi
lar.