JOURNAL ARTICLE

<title>Multisensor-multitarget sensor management: a unified Bayesian approach</title>

Ronald Mahler

Year: 2003 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 5096 Pages: 222-233   Publisher: SPIE

Abstract

Multisensor-multitarget sensor management is at root a problem in nonlinear control theory. This paper develops a potentially computationally tractable approximation of an earlier (1996) Bayesian control-theoretic foundation for sensor management based on "finite-set statistics" (FISST) and the Bayes recursive filter for the entire multisensor-multitarget system. I analyze possible Bayesian control-theoretic objective functions: Csiszar information-theoretic functionals (which generalize Kullback-Leibler discrimination) and "geometric" functionals. I show that some of these objective functions lead to potentially tractable sensor management algorithms when used in conjunction with MHC (multi-hypothesis correlator)-like algorithms. I also take this opportunity to comment on recent misrepresentations of FISST involving so-called "joint multitarget probabilities (JMP).".

Keywords:
Bayesian probability Bayes' theorem Nonlinear system Computer science Mathematics Sensor fusion Bayesian inference Algorithm Artificial intelligence

Metrics

16
Cited By
2.30
FWCI (Field Weighted Citation Impact)
0
Refs
0.90
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Target Tracking and Data Fusion in Sensor Networks
Physical Sciences →  Computer Science →  Artificial Intelligence

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