  In this paper, we study non-Abelian Berry's connections in the parameter
space of boundary conditions for Dirac zero modes on quantum graphs. We apply
the ADHM construction, which is the method for constructing Yang-Mills
instanton solutions, to the Berry's connections. Then we find that the
instanton configurations appear as the Berry's connections.
