Frequency domain control synthesis for time-critical planning

We establish a connection between two well developed research areas, robust control and planning systems. The discount factors used in Markov Decision Process (MDP) models of time-critical planning are derivable from frequency domain concepts of performance and uncertainty used in robust control. The controls framework makes it possible to move beyond merely justifying the discount factor towards synthesis approaches for designing the right discount factor for a given problem.