Title :
Distributed optimal fusion filtering for multi-sensor systems with state equality constraints
Author :
Jiabing Sun ; Dan Wang ; Chengjin Zhang
Author_Institution :
Sch. of Control Sci. & Eng., Shandong Univ., Jinan, China
Abstract :
The distributed optimal fusion problem for the state estimation of multi-sensor discrete-time stochastic systems with additional state equality constraints is considered. After obtaining the filtering error cross covariance between local filters, by the distributed optimal fusion algorithm weighted by matrices, the constrained distributed optimal fusion filter is derived. A numerical example shows that the fusion filter is better than each local filter.
Keywords :
discrete time systems; filtering theory; matrix algebra; sensor fusion; state estimation; stochastic systems; distributed optimal fusion filtering; filtering error cross covariance; multisensor discrete-time stochastic systems; state equality constraints; state estimation; Covariance matrix; Educational institutions; Kalman filters; Sensor systems; State estimation; Sun; Constraints; distributed estimation; information fusion; multi-sensor systems;
Conference_Titel :
Automation and Logistics (ICAL), 2011 IEEE International Conference on
Conference_Location :
Chongqing
Print_ISBN :
978-1-4577-0301-0
Electronic_ISBN :
2161-8151
DOI :
10.1109/ICAL.2011.6024693