Kalman filter, particle filter, IMM, PDA, ITS, random sets... The number of useful object-tracking methods is exploding. But how are they related? How do they help track everything from aircraft, missiles and extra-terrestrial objects to people and lymphocyte cells? How can they be adapted to novel applications? Fundamentals of Object Tracking tells you how. Starting with the generic object-tracking problem, it outlines the generic Bayesian solution. It then shows systematically how to formulate the major tracking problems - maneuvering, multiobject, clutter, out-of-sequence sensors - within this Bayesian framework and how to derive the standard tracking solutions. This structured approach makes very complex object-tracking algorithms accessible to the growing number of users working on real-world tracking problems and supports them in designing their own tracking filters under their unique application constraints. The book concludes with a chapter on issues critical to successful implementation of tracking algorithms, such as track initialization and merging.
- ISBN:
- 9780521876285
- 9780521876285
-
Category:
- Automatic control engineering
- Format:
- Hardback
- Publication Date:
-
28-07-2011
- Language:
- English
- Publisher:
- Cambridge University Press
- Country of origin:
- United Kingdom
- Pages:
- 392
- Dimensions (mm):
- 255x181x28mm
- Weight:
- 0.91kg
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