Title :
A comparative study of dynamical sequential and global optimal task reallocation methodology for distributed multi-robot system
Author :
Li, Guanghui ; Tamura, Yusuke ; Asama, Hajime
Author_Institution :
Dept. of Precision Eng., Univ. of Tokyo, Tokyo, Japan
Abstract :
We firstly consider a kind of dynamical mobile task assignment problem, which allows the condition of tasks and robots to be time dependent before assigned robots accomplish the relational tasks. For such new domain, we propose two methods, one is called dynamical sequential task allocation and reallocation, and another is global optimal task allocation and reallocation, for the distributed multi-robot coordination system. The former approach implements multi-round negotiation and body expansion behavior for mobile tasks selection. To utilize body expansion behavior, we set two distance thresholds for robot decision making. The latter method is extended from combinatorial optimization and market-based task allocation. Robots bid tasks and transmit the costs to other robots. Then robots select tasks from the combinatorial cost table based on the objective function. This paper is a comparative study of the mentioned methods above. The simulation results show that minimal executed costs and maximal accomplished efficiency are obtained by global optimal task allocation and reallocation method, while this method consumes numerous communication costs and computation times. Reversely, dynamical sequential task allocation and reallocation is an approximative global optimal assignment approach. Otherwise it expends acceptable communication costs and computation times.
Keywords :
combinatorial mathematics; mobile robots; multi-robot systems; optimisation; body expansion behavior; combinatorial cost table; combinatorial optimization; communication costs; distributed multirobot coordination system; dynamical mobile task assignment problem; dynamical sequential task reallocation methodology; global optimal task reallocation methodology; mobile tasks selection; multiround negotiation; objective function; relational tasks; Computational modeling; Indexes; Mobile communication; Optimization; Resource management; Robot kinematics; Body expansion behavior; Distributed multi-robot system; Global optimization; Mobile task allocation and reallocation; Multi-round negotiation;
Conference_Titel :
Ubiquitous Robots and Ambient Intelligence (URAI), 2011 8th International Conference on
Conference_Location :
Incheon
Print_ISBN :
978-1-4577-0722-3
DOI :
10.1109/URAI.2011.6145982