Existence and uniqueness of the infinite-horizon Bellman equation for general nonlinear systems
Establish the existence and uniqueness of solutions to the infinite-horizon Bellman equation with drift for nonlinear discrete-time systems, namely: find a function J∞(·,d) and scalar d such that for all x ∈ R^{n_x}, J∞(x,d) + d = min_{u ∈ U} max_{w ∈ W} [ L(x,u) + I_X(x) + J∞(f(x,u) + w, d) ], where x_{k+1} = f(x_k,u_k) + w_k describes the dynamics with arbitrary nonlinear f, L is the stage cost, and X ⊆ R^{n_x}, U ⊆ R^{n_u}, W ⊆ R^{n_x} are the given convex state, input, and disturbance sets (I_X denotes the indicator function of X). Determine whether such a solution (J∞, d) exists and is unique in this general setting for arbitrary nonlinear f and L.
Sponsor
References
Nevertheless, it should be kept in mind that---at least in the general setting for arbitrary nonlinear functions f and L---nothing is known about the existence and uniqueness of~eq::infHJB.