Kalman Filter

An optimal linear state estimator that combines a dynamics model (prediction) with sensor measurements (update) to minimize mean squared estimation error. The standard Kalman filter assumes linear dynamics and Gaussian noise. Extended Kalman Filter (EKF) linearizes nonlinear models; Unscented Kalman Filter (UKF) uses sigma points for better nonlinear approximation.