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Beyond the Kalman Filter: Particle Filters for Tracking Applications
Beyond the Kalman Filter: Particle Filters for Tracking Applications
Hardcover - English

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.

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ADDITIONAL INFO

ISBN
158053631X
EAN
9781580536318
Publisher
Publication Date
31 Jan 2004
Pages
299
Weight (kg)
0.54
Dimensions (cm)
23.5 x 16.2 x 2.3
About Author
Branko Ristic is a senior research scientist at the ISR Division (formerly known as the Surveillance Systems Division) of The Defence Science and Technology Organization, Sydney, Australia.
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