The design of an extended Kalman filter for tracking a time-varying fr
equency is discussed. Its principal modes of failure are explained. Th
e design tradeoff between balancing noise rejection and tracking at a
maximal slew rate is discussed. The performance penalties for overdesi
gn and underdesign of noise covariances are examined, and theoreticall
y supported design guidelines are suggested.