Title :
Reactive, distributed layered architecture for resource-bounded multi-robot cooperation: application to mobile sensor network coverage
Author :
Low, Kim Hsiang ; Leow, Wee Kheng ; Ang, Marcelo H., Jr.
Author_Institution :
Dept. of Comput. Sci., Nat. Univ. of Singapore, Singapore
fDate :
April 26-May 1, 2004
Abstract :
This paper describes a reactive, distributed layered architecture for cooperation of multiple resource-bounded robots, which is utilized in mobile sensor network coverage. In the upper layer, a dynamic task allocation scheme self-organizes the robot coalitions to track efficiently in separate regions. It uses the concepts of ant behavior to self-regulate the regional distributions of robots in proportion to that of the targets to be tracked in the changing environment. As a result, the adverse effects of task interference between robots are minimized and sensor network coverage is improved. In the lower layer, the robots use self-organizing neural networks to coordinate their target tracking within a region. Quantitative comparisons with other tracking strategies such as static sensor placements, potential fields, and auction-based negotiation show that our approach can provide better coverage and greater flexibility in responding to environmental changes.
Keywords :
cooperative systems; distributed sensors; motion control; multi-robot systems; self-organising feature maps; target tracking; ant behavior concept; auction based negotiation; distributed layered architecture; dynamic task allocation; environmental changes; mobile sensor network coverage; reactive layered architecture; resource bounded multiple robot cooperation; self organizing neural networks; static sensor placements; target tracking; task interference; Application software; Computer architecture; Intelligent sensors; Mechanical sensors; Mobile computing; Robot kinematics; Robot sensing systems; Sensor arrays; Sensor phenomena and characterization; Target tracking;
Conference_Titel :
Robotics and Automation, 2004. Proceedings. ICRA '04. 2004 IEEE International Conference on
Print_ISBN :
0-7803-8232-3
DOI :
10.1109/ROBOT.2004.1308851