Title :
The Effect of the Common Process Noise on the Two-Sensor Fused-Track Covariance
Author :
Bar-Shalom, Yaakov ; Campo, Lorenzo
Author_Institution :
Department of Electrical Engineering and Computer Science University of Connecticut
Abstract :
This note deals with the effect of the common process noise on the fusion (combination) of the state estimates of a target based on measurements obtained by two different sensors. This problem arises in a multisensor environment where each sensor has its information processing (tracking) subsystem. In the case of an ¿-à tracking filter the effect of the process noise is that, over a wide range of its variance, the uncertainty area corresponding to the fused estimates is about 70 percent of the single-sensor uncertainty area as opposed to 50 percent obtained if the dependence is ignored.
Keywords :
Covariance matrix; Equations; Filters; Information processing; Noise measurement; Sensor fusion; Sensor systems; Steady-state; Target tracking; Working environment noise;
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on
DOI :
10.1109/TAES.1986.310815