A Distributed Algorithm for Balanced Multi-Robot Task Allocation

被引:0
|
作者
Gautam, Avinash [1 ]
Thakur, Amitayush [1 ]
Dhanania, Garima [1 ]
Mohan, Sudeept [1 ]
机构
[1] Birla Inst Technol & Sci, Pilani, Rajasthan, India
关键词
Multi-Robot Systems; Travelling Salesman Problem; Distributed Genetic Algorithm; Task Partitioning; Load balancing; Task Allocation; SYSTEMS;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper the problem of static multi-robot task allocation is addressed. It is concerned with the distribution of static tasks in an environment to robots such that the robots complete the tasks in an optimal fashion. The cost of completing a task is proportional to the distance travelled by a robot to visit that task. This problem is of particular importance in multi-robot systems because finding an optimal solution is NP-hard. Earlier work has paid less attention towards load balanced task allocation. In this paper, a completely distributed algorithm is proposed. A travelling salesman tour (TST) considering all task locations is computed using distributed genetic algorithm. The TST is partitioned into fragments that are distributed amongst the robots using a novel auction algorithm. The proposed algorithm is compared with a state of the art algorithm in simulation. The results thus obtained substantiate the fact that the proposed algorithm shows improved performance in terms of load balanced distribution of tasks to the individual robots in multi-robot system.
引用
收藏
页码:622 / 627
页数:6
相关论文
共 50 条
  • [11] A Distributed Control Architecture for Collaborative Multi-Robot Task Allocation
    Blankenburg, Janelle
    Banisetty, Santosh Balajee
    Alinodehi, S. Pourya Hoseini
    Fraser, Luke
    Feil-Seifer, David
    Nicolescu, Monica
    Nicolescu, Mircea
    2017 IEEE-RAS 17TH INTERNATIONAL CONFERENCE ON HUMANOID ROBOTICS (HUMANOIDS), 2017, : 585 - 592
  • [12] Multi-robot coordination with balanced task allocation and optimized path planning
    Yuan, Xiaobu
    Yang, Simon X.
    2007 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, VOLS 1-5, 2007, : 1007 - +
  • [13] Using a sensor network for distributed multi-robot task allocation
    Batalin, MA
    Sukhatme, GS
    2004 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1- 5, PROCEEDINGS, 2004, : 158 - 164
  • [14] Distributed Hedonic Coalition Formation for Multi-robot Task Allocation
    Dutta, Ayan
    Ufimtsev, Vladimir
    Said, Tuffa
    Jang, Inmo
    Eggen, Roger
    2021 IEEE 17TH INTERNATIONAL CONFERENCE ON AUTOMATION SCIENCE AND ENGINEERING (CASE), 2021, : 639 - 644
  • [15] Multi-robot task allocation using compound emotion algorithm
    Yuan, Wei
    Zeng, Bi
    ADVANCED PARALLEL PROCESSING TECHNOLOGIES, PROCEEDINGS, 2007, 4847 : 545 - +
  • [16] Multi-robot Task Allocation Based on Ant Colony Algorithm
    Wang, Jian-Ping
    Gu, Yuesheng
    Li, Xiao-Min
    JOURNAL OF COMPUTERS, 2012, 7 (09) : 2160 - 2167
  • [17] A Flexible Evolutionary Algorithm for Task Allocation in Multi-robot Team
    Arif, Muhammad Usman
    Haider, Sajjad
    COMPUTATIONAL COLLECTIVE INTELLIGENCE, ICCCI 2018, PT II, 2018, 11056 : 89 - 99
  • [18] Multi-robot task allocation for exploration
    Ping-an Gao
    Zi-xing Cai
    Journal of Central South University of Technology, 2006, 13 : 548 - 551
  • [19] Multi-robot task allocation for exploration
    高平安
    蔡自兴
    Journal of Central South University of Technology(English Edition), 2006, (05) : 548 - 551
  • [20] Multi-robot task allocation for exploration
    Gao Ping-an
    Cai Zi-xing
    JOURNAL OF CENTRAL SOUTH UNIVERSITY OF TECHNOLOGY, 2006, 13 (05): : 548 - 551