Title :
Particle filtering with propagation delayed measurements
Author :
Orguner, Umut ; Gustafsson, Fredrik
Author_Institution :
Dept. of Electr. Eng., Linkoping Univ., Linkoping, Sweden
Abstract :
This paper investigates the problem of propagation delayed measurements in a particle filtering scenario. Based on implicit constraints specified by target dynamics and physics rules of signal propagation, authors apply the ideas that were first proposed in their previous work to the case of particle filters. Unlike the deterministic sampling based approach called propagation delayed measurement filter (PDMF) in their previous work, the new algorithm proposed here (called as PDM particle filter (PDM-PF)) has the potential to be used with general nonlinear models. This advantage and the estimation results of PDM-PF are illustrated in a challenging target tracking scenario by making comparisons to PDMF along with some other alternative particle filters.
Keywords :
particle filtering (numerical methods); signal sampling; target tracking; deterministic sampling based approach; general nonlinear models; particle filtering; propagation delayed measurement filter; signal propagation; target tracking; Delay effects; Delay estimation; Electric variables measurement; Filtering; Kinematics; Particle filters; Particle measurements; Physics; Propagation delay; Sampling methods;
Conference_Titel :
Aerospace Conference, 2010 IEEE
Conference_Location :
Big Sky, MT
Print_ISBN :
978-1-4244-3887-7
Electronic_ISBN :
1095-323X
DOI :
10.1109/AERO.2010.5446679