  Recent results in control systems and numerical integration literature
utilize invariant set theory to lift dynamical systems evolving on nonlinear
manifolds to those evolving on vector spaces. We leverage this technique to
propose an algorithm to solve a class of constrained optimization problems as
unconstrained problems.
