Particle filtering for multi-target tracking and sensor management

In this paper, we present computational methods based on particle filters to address the multi-target tracking and sensor management problems. We present a jump Markov model of multi-target systems and an efficient particle filtering algorithm to perform inference. In addition, we also present a for...

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Bibliographic Details
Main Authors: Doucet, A, Vo, B, Andrieu, C, Davy, M, ISIF
Format: Conference item
Published: IEEE 2002
Description
Summary:In this paper, we present computational methods based on particle filters to address the multi-target tracking and sensor management problems. We present a jump Markov model of multi-target systems and an efficient particle filtering algorithm to perform inference. In addition, we also present a formulation of the sensor management problem and its solution using particle methods. © 2002 Int. Soc. of Information Fusion.