O'Reilly logo

Bayesian Estimation and Tracking: A Practical Guide by Anton J. Haug

Stay ahead with the world's most comprehensive technology and business learning platform.

With Safari, you learn the way you learn best. Get unlimited access to videos, live online training, learning paths, books, tutorials, and more.

Start Free Trial

No credit card required

7.4 Application of the EKF to the DIFAR Ship Tracking Case Study

In applying the EKF to the problem of tracking the Cartesian position and velocity of a ship as it transits a buoy field, a dynamic model of the ships kinematics over time is required along with a model linking the bearing observations to the ships position. Two additional things need to be discussed: how to initialize img and how to choose a proper acceleration noise q.

7.4.1 The Ship Motion Dynamics Model

The dynamic model can be obtained in vector–matrix form by using the ships state vector defined by (4.1) and combining (4.2) and (4.3) into

(7.76) equation

where we have added a Gaussian white noise acceleration noise term vn−1 to allow for small variations and maneuvers in the ships track. Here, we define the time-invariant transition matrix F as

(7.77) equation

and note that

(7.78) equation

7.4.2 The DIFAR Buoy Field Observation Model

Define the buoy field observation vector at time tn as

(7.79) equation

The observation model for each buoy can be defined ...

With Safari, you learn the way you learn best. Get unlimited access to videos, live online training, learning paths, books, interactive tutorials, and more.

Start Free Trial

No credit card required