Loop gain estimation for adaptive control

Abstract

The identification of a linear discrete-time control system's open-loop gain is addressed. The classical Kalman filter theory for state estimation in linear control systems is extended, and the control system's loop gain and states are jointly estimated. A rigorous analysis of the measurement situation on hand yields explicit formulae for the loop gain's unbiased estimate and estimation error's covariance.