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Beyond the Kalman Filter: Particle Filters for Tracking Applications
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Gewicht:
544 g
Format:
235x162x23 mm
Beschreibung:
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.
Filters are the basic building block of radar defense systems that track targets, provide surveillance, avoid collisions, and guide flight. The most common type of filter is the Kalman filter. For most applications the Kalman filter is reliable and efficient, but it does have limitations. This book looks at cutting-edge particle filters that can track under conditions where Kalman filters fail. It introduces the latest advances in particle filter theory, discusses their relevance to radar tracking, and examines the defense applications of particle filters. With this hands-on guide, radar engineers can develop more accurate and reliable filter designs and more precisely predict these designs' performance.