Tracking of multiple maneuvering targets in clutter using IMM/JPDA filtering and fixed-lag smoothing

Citation
B. Chen et Jk. Tugnait, Tracking of multiple maneuvering targets in clutter using IMM/JPDA filtering and fixed-lag smoothing, AUTOMATICA, 37(2), 2001, pp. 239-249
Citations number
20
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
AUTOMATICA
ISSN journal
00051098 → ACNP
Volume
37
Issue
2
Year of publication
2001
Pages
239 - 249
Database
ISI
SICI code
0005-1098(200102)37:2<239:TOMMTI>2.0.ZU;2-O
Abstract
We consider the problem of tracking multiple maneuvering targets in clutter using switching multiple target motion models. A suboptimal filtering algo rithm is developed by applying the basic interacting multiple model (IMM) a pproach and the joint probabilistic data association (JPDA) technique to a Markovian switching system. A suboptimal fixed-lag smoothing algorithm is d eveloped by applying the IMM and the JPDA approaches to a state-augmented s ystem. The algorithms are illustrated via a simulation example involving tr acking of two highly maneuvering targets. (C) 2000 Elsevier Science Ltd. Al l rights reserved.