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We study the ground-state entanglement entropy of a subsystem of size of non-interacting fermions scattered by a potential of finite range . We derive a general relation between the scattering matrix and the overlap matrix and use it to prove, that for a one-dimensional symmetric potential the von Neumann entropy, the R'enyi entropies and the full counting statistics are robust against potential scattering, provided that . The results of numerical calculations support the validity of this conclusion for a generic potential.

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