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An overview is given on recent developments in the modeling of radiation properties of antennas by means of Gaussian process (GP) regression. Two widely differing applications are considered, namely modeling of the (possibly detrimental) effects of using a finite substrate/ground plane on the gain pattern of a microstrip patch antenna; and characterizing the highly oscillatory aperture efficiency responses of an offset Gregorian reflector system. It is shown that GP modeling performs well with respect to both problems, with interesting generalization behaviour observed in the case of the reflector system.

SURROGATE MODELING OF ANTENNA RADIATION CHARACTERISTICS BY GAUSSIAN PROCESSES