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Beyond the Kalman Filter. Particle Filters for Tracking...

Beyond the Kalman Filter. Particle Filters for Tracking Applications

Ristic B.
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For most tracking applications the Kalman filter is reliable and efficient, but it is limited to a relatively restricted class of linear Gaussian problems. To solve problems beyond this restricted class, particle filters are proving to be dependable methods for stochastic dynamic estimation.
This cutting-edge book introduces the latest advances in particle filter theory, discusses their relevance to defence surveillance systems, and examines defence-related applications of particle filters to nonlinear and non-Gaussian problems. nonlinear filter designs and more precisely predict the performance of these designs. You can also apply particle filters to tracking a ballistic object, detection and tracking of stealthy targets, tracking through the blind Doppler zone, bi-static radar tracking, passive ranging (bearings-only tracking) of manoeuvering targets, range-only tracking, terrain-aided tracking of ground vehicles, and group and extended object tracking.
Année:
2004
Editeur::
Artec House
Langue:
english
Pages:
161
Fichier:
PDF, 10.41 MB
IPFS:
CID , CID Blake2b
english, 2004
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