Distributed Near-optimal Multi-robots Coordination in Heterogeneous Task Allocation

被引:8
|
作者
Li, Qinyuan [1 ]
Li, Minyi [2 ]
Vo, Bao Quoc [1 ]
Kowalczyk, Ryszard [1 ,3 ]
机构
[1] Swinburne Univ Technol, Fac Sci Engn & Technol, Melbourne, Vic, Australia
[2] RMIT Univ, Sch Sci, Melbourne, Vic, Australia
[3] Polish Acad Sci, Syst Res Inst, Warsaw, Poland
关键词
ALGORITHM; TAXONOMY;
D O I
10.1109/IROS45743.2020.9341652
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper explores the heterogeneous task allocation problem in Multi-robot systems. A game-theoretic formulation of the problem is proposed to align the goal of individual robots with the system objective. The concept of Nash equilibrium is applied to define a desired solution for the task allocation problem in which each robot can allocate itself to an appropriate task group. We also introduce a market-based distributed mechanism, called DisNE, to allow the robots to exchange messages with tasks and move between task groups, eventually reaching an equilibrium solution. We carry out comprehensive empirical studies to demonstrate that DisNE achieves near-optimal system utility in significantly shorter computation times when compared with the state-of-the-art mechanisms.
引用
收藏
页码:4309 / 4314
页数:6
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