“…(1) For t = T, ) by an auxiliary variable θ and add the supporting hyperplanes as expressed by Eq. (19). As the algorithm evolves backwards in the number of stages, supporting hyperplanes are built around states in the set Γ t , in order to approximate the value functions of the preeceding stages.…”