Geometric Structure and Discretization of Adjoint Systems for Evolutionary Partial Differential Equations

The adjoint system associated with an evolutionary partial differential equation has an infinite-dimensional Hamiltonian structure, which is useful for connecting the fully continuous, semi-discrete, and fully discrete levels. The discretize-then-optimize and optimize-then-discretize methods can be uniquely characterized in terms of an adjoint-variational quadratic conservation law.