The Kalman Filter: a didactical overview
  The present document aims at providing a short, didactical introduction to three standard versions of the Kalman filter, namely its variants identified as Basic, Extended, and Unscented. The application of these algorithms in three representative problems is discussed. 
E. Matsinos
cs.SY