Let be a family of ‘-thin’ Riemannian manifolds modeled on a finite metric graph , for example, the -neighborhood of an embedding of in some Euclidean space with straight edges. We study the asymptotic behavior of the spectrum of the Laplace-Beltrami operator on as , for various boundary conditions. We obtain complete asymptotic expansions for the th eigenvalue and the eigenfunctions, uniformly for , in terms of scattering data on a non-compact limit space. We then use this to determine the quantum graph which is to be regarded as the limit object, in a spectral sense, of the family . Our method is a direct construction of approximate eigenfunctions from the scattering and graph data, and use of a priori estimates to show that all eigenfunctions are obtained in this way.

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