Title :
Tracking of Groups of Targets Using Generalized Janossy Measure Density Function
Author :
Mori, Shozo ; Chong, Chee-Yee
Author_Institution :
BAE Syst., Los Altos, CA
Abstract :
This paper describes a new approach to tracking multiple groups of targets using the concept of the generalized Janossy measure density function. Each group is modeled by a group state that consists of a group common state and an unknown number of individual target component states. In order to represent a probability distribution of such a group state, we propose to use a generalized version of the Janossy measure density function. We will formulate our tracking problem as a distributed estimation problem in which each local sensor processing unit (node) produces single-frame-based group-level detections and a central fusion center (node) fuses those detections into group tracks. A simple illustrative example will be given
Keywords :
sensor fusion; statistical distributions; target tracking; central fusion center; distributed data fusion; distributed estimation problem; generalized Janossy measure density function; group common state; multiple group target tracking; probability distribution; random finite sets; sensor processing unit; single-frame-based group-level detections; target component states; Data processing; Density functional theory; Density measurement; Fuses; Particle measurements; Probability distribution; Sensor fusion; State estimation; Statistics; Target tracking; Janossy measure density function; Multiple group target tracking; distributed data fusion; point processes; random finite sets;
Conference_Titel :
Information Fusion, 2006 9th International Conference on
Conference_Location :
Florence
Print_ISBN :
1-4244-0953-5
Electronic_ISBN :
0-9721844-6-5
DOI :
10.1109/ICIF.2006.301704