GeoStat-Framework / GSTools

GSTools - A geostatistical toolbox: random fields, variogram estimation, covariance models, kriging and much more
https://geostat-framework.org
GNU Lesser General Public License v3.0
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Gaussian variogram different from Webster, 2007 #305

Closed rlsandovalp closed 1 year ago

rlsandovalp commented 1 year ago

Hi,

Just wondering why the Gaussian variogram differs from the equation written by Webster (2007).

There, the equation reads $\gamma (h) = c\left(1-\exp\left(-\frac{h^2}{r^2}\right)\right)$

However, in the covmodels file it is written as

$\gamma(h)= c \left(1-\exp\left(-\left(s\cdot\frac{h}{r}\right)^{2}\right)\right)$

Where the standard rescale factor is $s=\frac{\sqrt{\pi}}{2}$.

MuellerSeb commented 1 year ago

There are different formulations of the gaussian covariance model that basically only differ by the rescale factor and this was also the reason why we added the scaling factor.

We choose this factor so the length scale actually matches the integral scale of the model.

If you want the formulation of webster, just set s=1.

LSchueler commented 1 year ago

Here you can see a few different scales, which are commonly used.