Title :
Random Set Tracker Experiment on a Road Constrained Network with Resource Management
Author :
Witkoskie, James ; Kuklinski, Walter ; Theophanis, Stephen ; Otero, Michael
Author_Institution :
MITRE Corp., Bedford, MA
Abstract :
This paper describes the application of finite set statistics (FISST) to real-time multiple target road constrained tracking problems. We studied specific test problems where multiple modality wireless sensor networks monitored road networks of interest. Acoustic and radar detections updated a global density that tracked the number and positions of targets. The global density determines "information states" that form the basis of a closed-loop Markov decision process resource management procedure that controls sensor operation
Keywords :
Markov processes; closed loop systems; decision theory; radar detection; real-time systems; wireless sensor networks; FISST; closed-loop Markov decision process; finite set statistics; radar detections; random set tracker; real-time multiple target; resource management; road constrained tracking; wireless sensor networks; Acoustic sensors; Acoustic testing; Monitoring; Radar detection; Radar tracking; Resource management; Roads; Statistics; Target tracking; Wireless sensor networks; Tracking; data association; estimation; netted-sensors; resource allocation;
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.2006.301659
