Entropy and dual control

The purpose of this paper is to show how the introduction of the concept of Shannon Information into Optimal Stochastic Control theory allows certain problems with partial observations to become tractable. In particular, adaptive control problems can be formulated sometimes as such problems; this leads to a class of adaptive regulators that extend the usual Linear Quadratic regulator. We start with a linear setting first.