This project examines some of the popular algorithms used for localization and tracking, including the Kalman filter, Extended Kalman filter, Unscented Kalman filter and the Particle filter.

this is a simulink project i built to estimate roll angle using a 1d kalman filter. i didn’t use any matlab function blocks — everything’s done using basic simulink blocks like sum, gain, unit delay, ...

There are five basic forms of navigation: pilotage; dead reckoning; celestial navigation; radio navigation; and inertial navigation. This chapter is about applications of Kalman filtering in solving ...

The introduction of nonlinearity in the dynamic or measurement model corrupts the standard (linear) propagation of the mean and covariance. This chapter proposes methods for coping with such ...