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Integrated probabilistic data association-finite resolution. (English) Zbl 0839.93069

This paper discusses the problem of data association and track existence for sensors with finite resolution. An integrated algorithm called IPDA-FR (Integrated Probabilistic Data Association-Finite Resolution) is presented: It provides data association formulae and recursive formulae for probability of track existence. Its derivation follows the IPDA algorithm [the authors and S. Stankovic, IEEE Trans. Autom. Control 39, 1237-1241 (1994; Zbl 0811.93057)] extending it to fit the finite resolution sensor model. They discuss two cases: the static clutter where a complete clutter map is available and the case where no a priori false alarm statistics are assumed. A simulation study illustrates the difference between IPDA-FR and IPDA algorithms in terms of true and false track discrimination and state estimation error.
Reviewer: K.Uosaki (Tottori)

MSC:

93E10 Estimation and detection in stochastic control theory
93E25 Computational methods in stochastic control (MSC2010)

Citations:

Zbl 0811.93057
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References:

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