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In this paper, we study the nonlinear Schrödinger equation on the lattice graph with , where is a bounded periodic potential and lies in a spectral gap of the Schrödinger operator . Under some assumptions on the nonlinearity , we prove the existence and asymptotic behavior of ground state solutions with small by the generalized linking theorem.

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