Hi.
Fields package has Tps function which can execute Thin
Plate Spline(ESRI ArcGIS's Spatial Analyst extension can
do this method.) and Krig function for krigging.
In GIS, for interpolation, TIN is popular. R has Tripack,
however no interpolation functions.
Regards.