What are the promising research directions in current optimal control theories? Online optimal control, intelligent optimization control or other methods?
I would like to turn your attention to so called fully probabilistic control (FPD, also published with terminology of dynamic decision making), which provably extends and unifies stochastic control based on Bayesian methodology and includes popular KL control as its special case.