Hi List,
 
I have generated several tens of realisations (in Gaussian "space" using
a Normals Scores transform) of 5 variables using joint multivariate
collocated sequential gaussian simulation. I am able to validate this
simulation by comparing the input data (drillhole composites) to the
output data (realisations) by comparison using QQ plots, histograms and
statistics (mean, variance and coefficient of variation), and visually
examining cross-sections comparing the input and output data.
 
In the case of a simple SGS (and perhaps even a simple CoSGS with Markov
Model 1) I can also add to the validation by comparing the variogram
model of the input data to the experimental variogram generated from the
realisations. In the case of the joint multivariate relaisations,
however, I'm unsure whether the experimental variogram of the
realisations stands a reasonable chance of reproducing the variogram
model of the input data. For example, the 5th and last variable
simulation in my mulit-variate sequence is "factorised" by the joint
correlations used in the simulation of the preceeding four variables. In
laymans terms, I suspect that the experimental variogram of the 5th
simulated variable is so far? "removed" or disimilar from the input
variogram model (by virtue of the linear combinations between the
previous 4 variables) that it may be pointless to attempt this
comparison.
 
Has anyone ever attempted this particular validation? If so, do you have
any comments?
 
Regards,
Colin
  
 


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