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
  • [31] Emotional Contagion and Personality Driven Multi-Robot Task Allocation Algorithm
    Fang, BaoFu
    Wang, Zaijun
    Li, Yong
    Hao, Wang
    2017 INTERNATIONAL CONFERENCE ON SECURITY, PATTERN ANALYSIS, AND CYBERNETICS (SPAC), 2017, : 503 - 508
  • [32] Multi-Robot Task Allocation and Scheduling based on Fish Swarm Algorithm
    Zheng, Taixiong
    Li, Jiongqiu
    2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 6681 - 6685
  • [33] Multi-Robot Task Allocation Based on Cloud Ant Colony Algorithm
    Li, Xu
    Liu, Zhengyan
    Tan, Fuxiao
    NEURAL INFORMATION PROCESSING (ICONIP 2017), PT IV, 2017, 10637 : 3 - 10
  • [34] Self-Adaptive Distributed Multi-Task Allocation in a Multi-Robot System
    Meng, Yan
    Gan, Jing
    2008 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-8, 2008, : 398 - 404
  • [35] Multi-robot belief propagation for distributed robot allocation
    Schwertfeger, Jonas Nathan
    Jenkins, Odest Chadwicke
    2007 IEEE 6TH INTERNATIONAL CONFERENCE ON DEVELOPMENT AND LEARNING, 2007, : 223 - 228
  • [36] A Distributed Framework for Dynamic Task Allocation of Multi-Robot Symbolic Motion Planning
    Zheng, Huanfei
    Wang, Yue
    2019 AMERICAN CONTROL CONFERENCE (ACC), 2019, : 3291 - 3296
  • [37] Multi-Robot Task Allocation Based on Utility and Distributed Computing and Centralized Determination
    Liu, Fei
    Liang, Shan
    Xian, Xiaodong
    2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2015, : 3259 - 3264
  • [38] A Sequential Task Addition Distributed Assignment Algorithm for Multi-Robot Systems
    Nathan Lindsay
    Russell K. Buehling
    Liang Sun
    Journal of Intelligent & Robotic Systems, 2021, 102
  • [39] A framework for studying multi-robot task allocation
    Gerkey, BP
    Mataric, MJ
    MULTI-ROBOT SYSTEMS: FROM SWARMS TO INTELLIGENT AUTOMATA, VOL II, 2003, : 15 - 26
  • [40] A Sequential Task Addition Distributed Assignment Algorithm for Multi-Robot Systems
    Lindsay, Nathan
    Buehling, Russell K.
    Sun, Liang
    JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2021, 102 (02)