Kalman Filter

Extended Kalman Filter (EKF)

In estimation theory, the extended Kalman filter is the nonlinear version of the Kalman filter which linearizes about an estimate of the current mean and covariance

Most realistic robot problems involve nonlinear functions.

EKF Linearization