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Beyond the Kalman Filter Branko Ristic

Beyond the Kalman Filter By Branko Ristic

Beyond the Kalman Filter by Branko Ristic


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Summary

'Beyond the Kalman Filter' 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.

Beyond the Kalman Filter Summary

Beyond the Kalman Filter: Particle Filters for Tracking Applications by Branko Ristic

With this hands-on guide, you can develop more accurate and reliable 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.

Table of Contents

Part I Theoretical concepts: introduction; suboptimal nonlinear filters; a tutorial on particle filters; Cramer-Rao bounds for nonlinear filtering. Part II Tracking applications: tracking a ballistic object; bearings-only tracking; range-only tracking; bistatic radar tracking; tracking targets through blind Doppler; terrain aided tracking; detection and tracking of stealthy targets; group and extended object tracking.

Additional information

NPB9781580536318
9781580536318
158053631X
Beyond the Kalman Filter: Particle Filters for Tracking Applications by Branko Ristic
New
Hardback
Artech House Publishers
2004-01-31
318
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
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