On the consistent separation of scale and variance for Gaussian random fields

We present fixed domain asymptotic results that establish consistent estimates of the variance and scale parameters for a Gaussian random field with a geometric anisotropic Mat\'ern autocovariance in dimension $d>4$. When $d4$. The case $d=4$ is still open.