Lecture 20 - State Space Models - Kalman Filters

Objectives

• Use the Kalman filter to solve the filtering problem for linear models with Gaussian process and measurement noise.

• Recognize the problem of parameter estimation in the context of filtering.

• Use the extended Kalman filter to solve the filtering problem for nonlinear models with Gaussian process and measurement noise.