This study propose a sequential surrogate modeling for FE model updating.

Identical input parameters can produce simple and highly complex response-surfaces.

Accordingly, the use of the identical samples for surrogate modeling is not efficient.

The proposed method adds samples automatically based on the Kriging model.

The proposed method can be customized for a variety of the response-surfaces.