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Given an (local) action functional the Peierls bracket is a canonical Poisson structure on its covariant phase space.
In this article the Peierls bracket on the covariant phase space of a non-gauge system is defined and equivalence with the Hamiltonian phase space symplectic structure is proven.
See also exercise 17.12 in