We discuss the numerical solution of linear quadratic optimal control problems for descriptor systems. The classical solution approach for these problems requires the computation of deeating subspaces of structured pencils. We extend the recently developed methods 6] for Hamiltonian matrices to the general case of embedded pencils as they arise in descriptor systems.