Title :
Target tracking with explicit control of filter lag
Author :
Murray, William J. ; Gray, John E.
Author_Institution :
Naval Surface Warfare Center, Dahlgren, VA, USA
Abstract :
Presents a method of gain adjustment for an alpha-beta filter when data points are lost or when the tracking interval changes. The steady-state position and velocity lags are first derived for a step acceleration input. The standard predictor-corrector forms of the filter equations are algebraically rearranged into two uncoupled difference equations; one equation for the smoothed position and one for smoothed velocity. The equations are then solved for the smoothed estimates using the method of undetermined coefficients. The solution is shown to consist of the input acceleration, transient terms and steady-state lags. The transient terms counteract the effects of the steady-state lags until the time determined by the filter´s lag time. The steady-state lags are used for optimal adjustment of filter gains for aperiodic track conditions. For a varying track update interval, the filter gains which preserve a nominal periodic filter lag are derived. Such gain selection preserves the nominal lags associated with the constant tracking interval regardless of how the update interval varies. An example demonstrates the improvement in performance from using this approach
Keywords :
Kalman filters; acceleration; difference equations; gain control; phase control; predictor-corrector methods; radar tracking; target tracking; tracking filters; algebraic rearrangement; alpha-beta filter; aperiodic track conditions; changing tracking interval; data point loss; explicit control; filter equations; filter lag control; optimal gain adjustment; position lag; predictor-corrector form; smoothed estimates; smoothed position; smoothed velocity; steady-state lags; step acceleration input; target tracking; transient terms; uncoupled difference equations; undetermined coefficients; varying track update interval; velocity lag; Acceleration; Binary search trees; Difference equations; Gain measurement; Kalman filters; Q measurement; Radar tracking; State estimation; Steady-state; Target tracking;
Conference_Titel :
System Theory, 1997., Proceedings of the Twenty-Ninth Southeastern Symposium on
Conference_Location :
Cookeville, TN
Print_ISBN :
0-8186-7873-9
DOI :
10.1109/SSST.1997.581583