Geometric illustration of the Kalman filter gain and covariance update algorithms

The Kalman filter gain and covariance update algorithms are illustrated geometrically for a low dimensional system. The illustrations give an intuitive understanding of the basic filtering process and advocate a more "natural" form of the covariance update algorithm.