The two-scale finite element errors of the increment of temperature and the displacement of thermoelastic problem in the perforated composites are given, and the two-scale coupled with boundary layer method is presented for analyzing the problem. The numerical results show that the basic configuration and the increment of temperature strongly affect local strains and local stresses inside basic cell.