Title :
An error bound for sensor fusion with application to Doppler frequency based emitter location
Author :
Wu, N. Eva ; Fowler, Mark L.
Author_Institution :
Dept. of Electr. & Comput. Eng., Binghamton Univ., NY, USA
fDate :
4/1/2006 12:00:00 AM
Abstract :
This note provides an error bound on an estimate resulting from a simple fusion scheme combining individual estimates based on measurements of different sensing mechanisms. An important benefit of the bound is that it requires only knowledge of the individual sensor covariances rather than the complete inter-sensor covariance structure. An example drawn from a previous paper is presented to assess the benefit to the accuracy of emitter location using a Doppler sensor for which the error bound is applied to the estimate of a set of local states entering the Doppler sensor model as parameters.
Keywords :
covariance analysis; error analysis; sensor fusion; Doppler frequency based emitter location; Doppler sensor; error bound; individual sensor covariances; sensor fusion; Adaptive control; Automatic control; Control systems; Frequency estimation; Nonlinear systems; Output feedback; Programmable control; Robustness; Sensor fusion; State estimation; Accelerometer; Doppler; error bound; sensor fusion;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2006.872753