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Particle Filters for Tracking Applications
Branko Ristic, Sanjeev Arulampalam, Neil Gordon
ISBN: 9781580536318
Format: Hardback
Publisher:Artech House
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This hands-on guide helps professionals develop more accurate and reliable non-linear filter designs and more precisely predict the performance of these designs. Practitioners can also apply particle filters to tracking a ballistic object…
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.
| ISBN | 158053631X | | Pages | 318 | | ISBN13 | 9781580536318 (What's this?) | | Volumes | 1 | | Publisher | Artech House | | Weight (grammes) | 623 | | Imprint | Artech House | | Published in | London | | Format | Hardback | | Series title | Artech House Radar Library (Hardcover) | | Publication date | 31 Jan 2004 | | Height (mm) | 156 | | Non-book description | xiii, 299 p. : | | Width (mm) | 234 | | Library of Congress | 2004041070 | | Spine width (mm) | 19 | | DEWEY | 621.3848 | | Academic level | Professional / Scholarly | | DEWEY edition | DC22 | |
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| | | Preface | | | | | | Acknowledgments | | | | I | | Theoretical Concepts | | 1 | | Ch. 1 | | Introduction | | 3 | | Ch. 2 | | Suboptimal Nonlinear Filters | | 19 | | Ch. 3 | | A Tutorial on Particle Filters | | 35 | | Ch. 4 | | Cramer-Rao Bounds for Nonlinear Filtering | | 67 | | II | | Tracking Applications | | 83 | | Ch. 5 | | Tracking a Ballistic Object on Reentry | | 85 | | Ch. 6 | | Bearings-Only Tracking | | 103 | | Ch. 7 | | Range-Only Tracking | | 153 | | Ch. 8 | | Bistatic Radar Tracking | | 179 | | Ch. 9 | | Tracking Targets Through the Blind Doppler | | 203 | | Ch. 10 | | Terrain-Aided Tracking | | 215 | | Ch. 11 | | Detection and Tracking of Stealthy Targets | | 239 | | Ch. 12 | | Group and Extended Object Tracking | | 261 | | | | Epilogue | | 287 | | App | | Coordinate Transformations for Tracking | | 289 | | | | List of Acronyms | | 293 | | | | About the Authors | | 295 | | | | Index | | 297 |
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