In this talk, we introduce restricted representations and restricted cohomology of restricted Hom-Lie algebras in characteristic 2. As applications, we study the central extensions and one-parameter formal deformations of restricted Hom-Lie algebras. Moreover, we consider double extensions of restricted quadratic Hom-Lie algebras.