Title :
Multi-sensor multi-target tracking using out-of-sequence measurements
Author :
Mallick, Mahendra ; Krant, J. ; Bar-Shalom, Y.
Author_Institution :
Alphatech Inc., Burlington, MA, USA
Abstract :
Out-of-sequence measurements (OOSMS) arise in a multi-sensor central-tracking system due to communication network delays and varying preprocessing times at the sensor platforms. During the last few years a great deal of research has focussed attention on the OOSM filtering problem. However, research in the multi-sensor multi-target OOSM tracking involving data association, filtering, and hypothesis management is still lacking. Some previous efforts have used buffering and measurement reprocessing to handle the OOSMs. In this paper, we present single-model multiple-lag OOSM algorithms for data association, likelihood computation, and hypothesis management for a dwell-based multi-sensor multi-target multi-hypothesis tracking (MHT) system that handles missed detections and clutter. We present numerical results using simulated multi-sensor ground moving target indicator (GMTI) radar measurements.
Keywords :
radar tracking; sensor fusion; target tracking; buffering; communication network delays; data association; filtering problem; hypothesis management; likelihood computation; multi-sensor central-tracking system; multi-sensor multi-target tracking; numerical results; out-of-sequence measurements; simulated multi-sensor ground moving target indicator radar measurements; Clutter; Communication networks; Computational modeling; Filtering; Numerical simulation; Radar detection; Radar measurements; Radar tracking; Sensor systems; Target tracking;
Conference_Titel :
Information Fusion, 2002. Proceedings of the Fifth International Conference on
Conference_Location :
Annapolis, MD, USA
Print_ISBN :
0-9721844-1-4
DOI :
10.1109/ICIF.2002.1021142