Title
A marginalised particle filter for bearings-only tracking.
Abstract
A marginalised particle filter (PF) for bearings-only tracking in modified polar coordinates (MPC) is developed. Using an Euler approximation to the dynamical equation it is shown that the range can be marginalised out so that only the three remaining elements of the state vector need to be sampled in the PF. The marginalised PF in MPC is shown to significantly outperform existing PFs for BOT in a numerical example.
Year
DOI
Venue
2013
10.1109/ICASSP.2013.6638877
ICASSP
Keywords
Field
DocType
approximation theory,particle filtering (numerical methods),Euler approximation,MPC,PF,bearings-only tracking,dynamical equation,marginalised particle filter,modified polar coordinates,Particle filters,bearings-only tracking,nonlinear filters
State vector,Mathematical optimization,Euler method,Particle filter,Approximation theory,Bearing (mechanical),Polar coordinate system,Mathematics
Conference
ISSN
Citations 
PageRank 
1520-6149
0
0.34
References 
Authors
3
1
Name
Order
Citations
PageRank
Mark R. Morelande161.86