Title :
A region-based approach for cooperative multi-target tracking in a structured environment
Author :
Jung, Boyoon ; Sukhatme, Gaurav S.
Author_Institution :
Univ. of Southern California, Los Angeles, CA, USA
Abstract :
This paper addresses the problem of tracking multiple targets using a network of communicating robots and stationary sensors. We introduce a region-based approach which controls robot deployment at two levels. A coarse deployment controller distributes robots across regions using a topological map and density estimates, and a target-following controller attempts to maximize the number of tracked targets within a region. A behavior-based system is presented implementing the region-based approach. Intensive simulations were performed to investigate the correlation between our approach and the degree of occlusion in the environment. The region-based approach shows better performance than a ´naive´ local-following strategy when the environment has significant occlusion. We performed real-robot experiments to validate the system. These experiments open up a new line of research, which suggests that an optimal ratio of robots to stationary sensors may exist for a given environment with certain occlusion characteristics.
Keywords :
distributed control; distributed tracking; hidden feature removal; mobile robots; multi-robot systems; robot vision; sensor fusion; target tracking; behavior-based system; coarse deployment controller; communicating robot network; cooperative multi-target tracking; density estimates; intensive simulations; occlusion; optimal robot to stationary sensor ratio; real-robot experiments; region-based approach; robot deployment control; robot distribution; stationary sensors; structured environment; target-following controller; topological map; Control systems; Mobile robots; Orbital robotics; Robot control; Robot kinematics; Robot sensing systems; Sensor phenomena and characterization; Sensor systems; Size control; Target tracking;
Conference_Titel :
Intelligent Robots and Systems, 2002. IEEE/RSJ International Conference on
Print_ISBN :
0-7803-7398-7
DOI :
10.1109/IRDS.2002.1041688