I am trying to make a set of raster layers of the Earth's magnetic field using point data collected over 21x31km at regular 300m intervals. I have tried 150 different combinations of kriging variables and ended up using Universal with a second order trend removal, default settings for the rest. This gave the most accurate predictions and the smoothest contours.
Problem occurs with the conversion of the intensity a raster (at 10m resolution) to aspect raster to get the magnetic direction. I get these artifacts between the locations of the original data points resulting in a whole series of X's. The magnetic field direction jumps 20 degrees over 5-6 pixels and then drops down 20 degrees for no apparent reason.
Why is it doing this? Any ideas on a better kriging method for this sort of data?