Mixed-Model-Accounting-Spatial_Correlation

Hi, dear all.
Can someone please, tell me if  there is ways to fit models (with, or not)
random effects, accounting spatial correlation and accepting numerical
and/or categorical explanatories variables?
In advance, thanks for your helps.
Best and regards,
Amal