Comparative experiments on optimization criteria and algorithms for auction based multi-robot task allocation

被引:21
|
作者
Mosteo, Alejandro R. [1 ]
Montano, Luis [1 ]
机构
[1] Univ Zaragoza, Dept Informat & Ingn Sistemas, E-50009 Zaragoza, Spain
关键词
D O I
10.1109/ROBOT.2007.363989
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Auction based techniques are a highly successful tool used for multi-robot task allocation. However, theoretical performance and a proper taxonomy of optimization objectives have remained scarce until recent studies. Implementations from different authors have not been compared in common grounds and in light of these recent findings. In this paper we address this lack of comparative experimentation, providing simulation results on a large real life based scenario and in random worlds. Two intuitive optimization objectives, minimum total resource usage and minimum total time, are evaluated in object searching missions. A method for flexible tailoring of the bidding rules is presented and new insight is gained on the effect of using hybrid criteria for the optimization objective.
引用
收藏
页码:3345 / +
页数:2
相关论文
共 50 条
  • [1] Multi-Robot Task Allocation Based on Combinatorial Auction
    Wen, Xiao
    Zhao, Zhen-Gang
    2021 THE 9TH INTERNATIONAL CONFERENCE ON CONTROL, MECHATRONICS AND AUTOMATION (ICCMA 2021), 2021, : 27 - 32
  • [2] Auction algorithm sensitivity for multi-robot task allocation?
    Clinch, Katie
    Wood, Tony A.
    Manzie, Chris
    AUTOMATICA, 2023, 158
  • [3] Genetic Algorithm Based Combinatorial Auction Method for Multi-Robot Task Allocation
    龚建伟
    黄宛宁
    熊光明
    满益明
    Journal of Beijing Institute of Technology(English Edition), 2007, (02) : 151 - 156
  • [4] An Empirical Evaluation of Auction-based Task Allocation in Multi-robot Teams
    Schneider, Eric
    Balas, Ofear
    Ozgelen, A. Tuna
    Sklar, Elizabeth I.
    Parsons, Simon
    AAMAS'14: PROCEEDINGS OF THE 2014 INTERNATIONAL CONFERENCE ON AUTONOMOUS AGENTS & MULTIAGENT SYSTEMS, 2014, : 1443 - 1444
  • [5] Genetic algorithm based combinatorial auction method for multi-robot task allocation
    School of Mechanical and Vehicular Engineering, Beijing Institute of Technology, Beijing 100081, China
    J Beijing Inst Technol Engl Ed, 2007, 2 (151-156):
  • [6] Auction-Based Task Allocation for Multi-robot Teams in Dynamic Environments
    Schneider, Eric
    Sklar, Elizabeth I.
    Parsons, Simon
    Oezgelen, A. Tuna
    TOWARDS AUTONOMOUS ROBOTIC SYSTEMS (TAROS 2015), 2015, 9287 : 246 - 257
  • [7] Group-Based Distributed Auction Algorithms for Multi-Robot Task Assignment
    Bai, Xiaoshan
    Fielbaum, Andres
    Kronmuller, Maximilian
    Knoedler, Luzia
    Alonso-Mora, Javier
    IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2023, 20 (02) : 1292 - 1303
  • [8] Comparison of Algorithms for Constrained Multi-robot Task Allocation
    Hojda, Maciej
    ADVANCES IN SYSTEMS SCIENCE, ICSS 2016, 2017, 539 : 255 - 264
  • [9] A Novel Stochastic Clustering Auction for Task Allocation in Multi-Robot Teams
    Zhang, Kai
    Collins, Emmanuel G.
    Barbu, Adrian
    IEEE/RSJ 2010 INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS 2010), 2010, : 3300 - 3307
  • [10] An auction-based rescue task allocation approach for heterogeneous multi-robot system
    Shi, Jieke
    Yang, Zhou
    Zhu, Junwu
    MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (21-22) : 14529 - 14538