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In this talk, I will present quantum Monte Carlo simulations of magnetic impurity in solids.Firstly I will introduce physical motivations and model Hamiltonian, and then a useful quantum Monte Carlo simulation algorithm, the Hirsch-Fye algorithm, used for impurity problems, and its new development.Then I will report our studies on the magnetic impurities in grapheme and topological insulator.