Title :
Behavior of a group composed of robots with heterogeneous motion algorithms
Author :
Kurabayashi, Daisuke ; Ota, Jun ; Arai, Tamio ; Noguchi, Katsuyuki
Author_Institution :
RIKEN, Inst. of Phys. & Chem. Res., Saitama, Japan
Abstract :
In this paper, we propose a heterogeneous robot group for cooperative task execution. The “heterogeneous” robot group is composed of robots which have different motion algorithms. In this paper, we investigate behavior of the heterogeneous robot groups by simulations of multi-agent traveling salesman problem, which we hardly solve by centralized algorithms. Then we propose an algorithm, based on reinforcement learning, to adapt mixture ratio of robots driven by different algorithms. We verify the efficiency of the autonomous heterogeneous robot group by simulations
Keywords :
cooperative systems; mobile robots; multi-robot systems; travelling salesman problems; TSP; cooperative task execution; heterogeneous motion algorithms; heterogeneous robot groups; mixture ratio; multi-agent traveling salesman problem; reinforcement learning; robot group behavior; Cities and towns; Costs; Petroleum; Robot sensing systems;
Conference_Titel :
Intelligent Robots and Systems, 1999. IROS '99. Proceedings. 1999 IEEE/RSJ International Conference on
Conference_Location :
Kyongju
Print_ISBN :
0-7803-5184-3
DOI :
10.1109/IROS.1999.813011